{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from sklearn.linear_model import BayesianRidge, LinearRegression, ElasticNet\n",
    "from sklearn.svm import SVR\n",
    "from sklearn.ensemble.gradient_boosting import GradientBoostingRegressor   # 集成算法\n",
    "from sklearn.model_selection import cross_val_score    # 交叉验证\n",
    "from sklearn.metrics import explained_variance_score, mean_absolute_error, mean_squared_error, r2_score  \n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import scipy.stats as stats\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2 = pd.read_excel('data.xlsx','Sheet1',index_col=None,header=0,skiprows=None)\n",
    "df1= df2.drop('City', 1)#去除省份、地级市名称列，只保留待分析数据\n",
    "df=df1.dropna(axis=0, how='any', inplace=False) #去除为空值的数据\n",
    "df.columns=['Province', 'medical', 'fever_clinics', 'cure',\n",
    "       'death', 'cure_rate', 'death_rate']\n",
    "#print(df_confirm.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>medical</th>\n",
       "      <th>fever_clinics</th>\n",
       "      <th>cure</th>\n",
       "      <th>death</th>\n",
       "      <th>cure_rate</th>\n",
       "      <th>death_rate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>count</td>\n",
       "      <td>336.000000</td>\n",
       "      <td>336.000000</td>\n",
       "      <td>336.000000</td>\n",
       "      <td>336.000000</td>\n",
       "      <td>336.000000</td>\n",
       "      <td>336.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>mean</td>\n",
       "      <td>4.895833</td>\n",
       "      <td>27.723214</td>\n",
       "      <td>23.122024</td>\n",
       "      <td>0.267857</td>\n",
       "      <td>0.611586</td>\n",
       "      <td>0.008151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>std</td>\n",
       "      <td>5.379717</td>\n",
       "      <td>37.321406</td>\n",
       "      <td>40.870746</td>\n",
       "      <td>0.760779</td>\n",
       "      <td>0.269982</td>\n",
       "      <td>0.031953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>min</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>25%</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>5.750000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>50%</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.638342</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>75%</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>max</td>\n",
       "      <td>42.000000</td>\n",
       "      <td>273.000000</td>\n",
       "      <td>335.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          medical  fever_clinics        cure       death   cure_rate  \\\n",
       "count  336.000000     336.000000  336.000000  336.000000  336.000000   \n",
       "mean     4.895833      27.723214   23.122024    0.267857    0.611586   \n",
       "std      5.379717      37.321406   40.870746    0.760779    0.269982   \n",
       "min      0.000000       0.000000    0.000000    0.000000    0.000000   \n",
       "25%      1.000000       5.750000    3.000000    0.000000    0.500000   \n",
       "50%      3.000000      19.000000    9.000000    0.000000    0.638342   \n",
       "75%      8.000000      32.000000   24.000000    0.000000    0.800000   \n",
       "max     42.000000     273.000000  335.000000    6.000000    1.000000   \n",
       "\n",
       "       death_rate  \n",
       "count  336.000000  \n",
       "mean     0.008151  \n",
       "std      0.031953  \n",
       "min      0.000000  \n",
       "25%      0.000000  \n",
       "50%      0.000000  \n",
       "75%      0.000000  \n",
       "max      0.333333  "
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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GOStdjXJWuhqtjyX7olPXxPrTn/5EbW0tp59+Otu2bSMUCmEYBrW1tenn1NXV0bdv31YfO18Wwmy6WJ1jyzqofYOBAwcyRgu7d7iuFnu+5GxTXe093JXi71jK2fal2DueFnZvGcWaP/Kxnd2b7nhOuuNr6igdmbM95Tz0lNcJPeu1Ssfp1CLWo48+mv7/xpFYd9xxB6eddlo6of/4xz9y4okndmZYIiIiIiIiIiKS53KyO+Gu5s2bx6xZswgEAowYMYILLrgg1yGJiIiIiIiIiEgeyVkR66yzzuKss84C4OCDD+a5557LVSgiIiIiIiIiIpLnOn13QhERERERERERkdZSEUtERERERERERPKeilgiIiIiIiIiIpL3VMQSEREREREREZG8pyKWiIiIiIiIiIjkPRWxREREREREREQk76mIJSIiIiIiIiIieU9FLBERERERERERyXsqYomIiIiIiIiISN5TEUtERERERERERPKeilgiIiIiIiIiIpL3VMQSEREREREREZG8pyKWiIiIiIiIiIjkPRWxREREREREREQk76mI1aHsXAcgIiIiIiIiItItqIjVCQyMXIcgIiIiIiIiItKlqYjVCWyNyBIRERERERERaRMVsUREREREREREJO+piCUiIiIiIiIiInlPRSwREREREREREcl7KmKJiIiIiIiIiEjeUxFLRERERERERETyXk6KWPfccw+nnnoqkyZN4tFHHwVg6dKlTJ48mYkTJzJ//vxchCUiIiIiIiIiInnK2dl/cPny5bzzzju8+OKLJBIJTj31VI499lhmzpzJE088QVVVFVOmTOHNN99kwoQJnR2eiIiIiIiIiIjkoU4fiXXUUUexaNEinE4nW7ZsIZlM0tDQwODBgxk0aBBOp5PJkyfz6quvdnZoIiIiIiIiIiKSp3IyndDlcnHvvfcyadIkjj32WDZv3kyfPn3SP+/bty+bNm3KRWgiIiIiIiIiIpKHDNu27Vz98XA4zKWXXsq4ceP44osvuPPOOwFYsmQJjzzyCA8//PBejxGNRlm9enVHh7pPPovWcmft37h+0H8xxC7NdTiyB2PGjOm0v5XPOStdh3JWuhrlrHQ1ylnpapSz0tV0Zs5K99Hpa2JVV1cTi8U45JBD8Hq9TJw4kVdffRWHw5F+Tm1tLX379m3VcUeOHInH42nvcFttxYoV6YvRsWUt1P6NAQMHMqbvQTmOrGWaxt/VdLXY8yVnm+pq7+GuFH/HUs62L8Xe8XKZs13lPQLFmk/ysZ3dm+54Trrja+ooHZmzPeU89JTXCT3rtUrH6fTphOvXr2fWrFnEYjFisRivv/465557LmvXruWLL74gmUzy8ssvc+KJJ3Z2aCIiIiIiIiIikqc6fSTWhAkTWLVqFWeccQYOh4OJEycyadIkysvLueKKK4hGo0yYMIFvf/vbnR2aiIiIiIiIiIjkqU4vYgFcccUVXHHFFRmPHXvssbz44ou5CEdERERERERERPJcTnYnFBERERERERERaQ0VsUREREREREREJO+piCUiIiIiIiIiInlPRSwREREREREREcl7KmKJiIiIiIiIiEje26fdCR999NE9/vyiiy7ap2BERERERERERESy2aci1ieffNLecYiIiIiIiIiIiDRrn4pYd9xxR3vHISIiIiIiIiIi0qx9KmI1WrlyJQsXLiQUCmHbNpZlsX79ev7+97+3U3giIiIiIiIiIiJtXNh91qxZHHnkkQQCASZPnkxRURETJ05sr9i6LDsRw4qFch2GiIiIiIiIiEi30aaRWIZhcMkll+D3+9l///2ZPHky3/nOd9orti5r42PnE6+thkuey3UoIiIiIiIiIiLdQptGYhUWFgKw33778emnn1JQUIBptumQ3UK8tjrXIYh0GtuysRuiWPUh7IYotmXnOiSRFlP+iuyZrhHpTMo3yUZ5ISJNtWkk1mGHHcbVV1/NVVddxZQpU1i3bh1OZ5sO2a2oeZXuzrZs7K+3E3vwXez6MEa5F/eUsdC/GMM0ch2eyB4pf0X2TNeIdCblm2SjvBCRXbVp2NQNN9zAhRdeyNChQ7nhhhuwbZtf/epX7RVbt2GgBla6qUAs3akAsOvDxB58FwKxHAcm0gLKX5E90zUinUn5JtkoL0RkF20qYm3evJkXXngBgEGDBvHVV19RXFzcLoF1ZXXOMqo9++U6DJEOZyeS6U5F+rH6MHYimaOIRFpO+SuyZ7pGpDMp3yQb5YWI7KpNRaxrr72W/fffH4ABAwZw1FFHMXPmzHYJrCv7Q69vc2/fH+c6DJEOZzgdGOXezMfKvRhOR44iEmk55a/Inukakc6kfJNslBcisqs2FbH8fj8XXHABAB6PhwsvvJDa2tp2CawrixtOEoYaVukBity4p4xNdy7S6xQUuXMcmEgLKH9F9kzXiHQm5Ztko7wQkV20aRX2ZDLJpk2b6NevHwB1dXXYtpYzF+kObNsiFvZjJWOYDjdubxmGkVn3NkwD+hfjmT4eO5FMfStW5NZCm9KpWpKr2Sh/pSM05uOwIRVEQ1tanI/5SNeItFVr2mflmzRq2o7GIvW4qnopL0QkrU1FrAsvvJAzzjiDE044AcMwWLp0KTNmzGiv2EQkR2zbYnv9Z6z4y1TCgRq8RVWMmXgXxeUHZC9klXi0fYHkhM/nbXGuZqP8lfbUmrazq9A1IvtqX64H5ZvsKW9Mw5Pr8EQkD7SpR/Xd736XRx99lEMPPZSRI0fy8MMPM3ny5PaKTURyJBb2pzsPAOFADSv+MpVY2J/jyEQy9a0oVK5K3lDbKbKTrgfZF8obEdmbfRqJVV1dzbBhw1izZg0A48aNAyAej7NmzRpGjBjRfhGKSKezkrF056FROFCDlYxh2Tb+aISYlcRtOijzFGAa3eM7032dlia54zBpNlebai5vdc6lPe2p7WzVcfKondU1Ivuqva6HprLlo42RN9eLtF22vHH5etNgO0kEAzgNiyI7immYao9Eeqh9KmLNmTOHhQsXcsUVV+z2M8MweP3119scmIjkjulw4y2qyuhEeIuqMJxeqhv8TFv2BjWhAFW+IuYdezLDSsq6fIexO04D6gmSFllz1XTsXPDVsu2sebt/cSlBf7XOubSb5trOpvm4N83lay7aWbWL0hbtcT00lS0fx/73/WykmGnv5P56kfaxa96U9B1J+TG3cPHbr6XP8e1Hjib0wf0MHzNF7ZFID7RPV/zChQsBeOONN3b7ryUFrPvuu49JkyYxadIk5s6dC8DSpUuZPHkyEydOZP78+fsSloi0E7e3jDET78JbVAWQvnEJGu70jRVATSjAtGVv4I9Gchluu9Dw9a5pc10wa666vWXp5/ijkax5Wx8J6pxLu2qu7Wyaj3vTXL7mop1Vuyht0R7XQ1PZ8rE2sCVdwILu1S/pqXbNm/5jruL6le9mnOOZK9+jbPg5ao9Eeqh9Gol133337fHnl19+ebM/W7p0Kf/4xz/4wx/+gGEYXHzxxbz88svMmzePJ554gqqqKqZMmcKbb77JhAkT9iU8EWkjwzApLj+A405/PGPI/sZwKN2JaFQTCmBbFnZDNL1rjO1zQQBIAE4wSoy830WmI6Y9SOdwe8s5etKDGIaJ6fThinuw/RHYsYNRzEpmzdu4ZRMO1NCrz2EcfOjVeFwVRON12JZ22ZV9YxgmRWX7c8zkh0gm4zgcLjy+ilaNEohZSY6uqOLK/UbhwSSKxb1friJmJTsw8uzULkpbNNeX2NdRM4352KvPYRw84jI87t6Y3t5UeGqo8Hi5cvBYKpxe6hJhteNdWNN21LYMHIlyFhx6AHWJMPd+8S4AVw4ZxX6+UsrH/hzbsnIcsYh0tn0qYvn9qYr3559/ztq1aznllFNwOp28/vrrDB8+fI+/26dPH6677jrc7tRQ4mHDhrFu3ToGDx7MoEGDAJg8eTKvvvqqilgiOWQYJh5f74zH3KZJla8ooyBwUtV+9KpPEH3wn9j1YYxyL66fjCX+nJPkexZGhYFnagHmQDOvC1ntPe1BOp5tW/Qrh2V/vJBwoIZ++53EEYfOIrZwaToX3VPG4qtw75a3Vb4iXKZBv/2+waFDr8deUIBdZ1NQUYbrGg+2z87rfJX8ZNsWAf/nbZp+V2w6mdFnJIlf/4tEfRhnuZcZF48hYrZpQ+l9onZR2ipbX2JfmQ43/fY7iRHDroTHq7HrazHKvdz9v0djmYW47rKw62zKKopwX+PGHqR2vCtqbEc/fXchhw69nuSCGL3qTMoqirhr6smQDOJ5ZBXJ+jC+ci+uKS59Zov0MPv0VciNN97IjTfeSDKZ5Pnnn2fWrFlcd911PPfcc+kCV3MOPPBAjjjiCADWrVvHn//8ZwzDoE+fPunn9O3bl02bNu1LaCLSgQrtGHccOZYqXxGQKgTcdNAYEg+uwK4PA2DXh4n/9l2cO2rQdp1N9K4IdkN+fyva3tMepOPFwn4+eGNG+gZ76P7fI75wZUYuxh58l+IYzDv25Iy8nXfsyZQXFDJqzC/SBSzYka/zo3mfr5Kf2mP6nS8EiYcy29TEQyvwhTok5D1Suyj5xO0tY9S4G3cUsHZeH66HV1HotzPa8Zja8S6rsR0dOvT83T6fC/02nkdWZfY5H3wPAhodKtKTtOlrvdraWsrLy9P/LikpYcuWLS363U8//ZQpU6YwY8YMHA4H69atS//Mtm2MVi7GuHr16lY9vzNUV1cDsH79epxfNeQ4mpZbsWJFrkPYZ/sa+5gxY9o5kr3Lx5yF5t9Dr89H70H98ZkmC449CSsRhGgAT8IgvqMz0ciuD2MU7ew82nU2sWCUNdX/6dDYoW356/N5GXXK/TjM1ILhGzYHCa1b2Y7R7V1L41fOwrAhFRnTAUtLhhGrfyvjOXZ9mFgwQnzrJn49bgK26cCwkgS+3sT7obWM7D8Suy6e+Tu75KvX56OoT19shwMjmSRQu5lwqH0qCj2pve0JOTtsSAUebwWHj7k1PT31o//cTTgcYPWH61p0jCMGHZy+QWtk14exE8lWveetzdvmjp0P7eKuOuu66Qk5214665yMHHBA1uvDKMgsWNl1NomoRY2/IZ3/JgYDSgbgwkmcBBsaNhAMBZv9W12xfe4OOdvYjpYUH0y0LpHxM6PAznr+o8Ewaz7tmtdOo66Yb/uq6WvNRc5K19emItbw4cO5/vrrOf3007Ftm+eee47DDz98r7+3YsUKrrzySmbOnMmkSZNYvnw5tbW16Z/X1tbSt2/fVsUycuRIPB5Pq19De2t6UQ4bNgxqXmPgwIGM6XtgDqNquRUrVnTZxqSrxZ4vOdtUc++hZdtUb2vg0rf+RU0oTJXPy6/GjWBAcACEnBjl3oxOhVHuxQ4YQKpTaVQYuAs9HX5+2jsHevfZ+3PaU77ncL7lbDS0JXM64A+NrLnoKfRyaNUhmb+84+RaWy2SFYn0N72Qma+NuX/V0p25P/e4cRxcWtLmna/y/XzvSVeJvbNzNhraxugR87Hud6enp47+6XwMr8mYMYNbdAyrPpI1jw2no8XveWvztjXns7PbxV11ldzbV/nWzrZEZ54TuyFKNFufI7KzzwGpdrw6vJ2L3v4HVT4v944/hv7bvETvjJCsS+KoMDlw6oGYw7MvddDd86w9tXfONrajbHJiVCQzPp/tSPOf8135fPWkfOtJr1U6Tpv2I7311lspLi7mtttu4/bbb6eyspJbbrllj79TU1PDT3/6U+bNm8ekSZMAOPzww1m7di1ffPEFyWSSl19+mRNPPLEtoYlIO/JHo8zYcTMEUBMKEw0WkLzfRfx5G9d5YzDKvQDpNbESb6Z+t3FNLKNEaxVI+3J7yzhs9C3p6QbxF3fPRfeUsVDU/Po9RsmO/KxI5eeu+Zot92cs/Rf+aLSDX510Ra5YcbqABanRINb9blyx4pYfpMSN6ydjd2tTKWn5OlTKW+m2ity4p2ReH+aPDybRK5bRjkcvd/Cr6tTInJpQmIA/nlraoOnU8S6w1EFP1NiOxv8Qw/MTT8Z5DZaZRH98eKs+50Wk+2nTSKyioiKmTp3KunXrOOigg4hGoxQUFOzxdx5++GGi0SizZ89OP3buuecye/ZsrrjiCqLRKHA8xAoAACAASURBVBMmTODb3/52W0ITkXYUS1rpm6FGJYYLu87GroPYs05cZxyDUWRjVDig1I37x8AFdJndCaXrMQwTO+FMTwe0qu10Lpr7geFJ7U64p9wzTANzoEnBzd6su2lmy/2aUJh4UrshSRYJMkYNwI5/J5p5fham08TqX4T7muNS8/ccJpS4MZ2t2OFQeSvdlGEa0L8Yz/Tx2IkkOE3izghYCTw/92FYTuKmxfSVy1jt35r+vcY+S1OtvTalk+xoR+06m9jiGO7zPRiFBvFym5+tXgbAlT8+hEOKS3C6nXv9nBeR7qdNRaz333+fyy+/HKfTybPPPsvpp5/OAw88wOjRo5v9nVmzZjFr1qysP3vxxRfbEo6IdBC3w6TK5824KWqw45RVpEYcWNU20fk2RoVBwc07brZ65TBg6TFiVgxHhZm+ObGqbWJPQMHNXoySlt30G6aB0St7Bzhb7lf5vLgcbRrILN2VMzVaYNfpqa3tbZlOE8r3/KXgnihvpTszTANKPDS22h4yr5VAJMaWXUYdNu2zpI+zD9emdIIm7ahVbRG9O4JRYfDpFZF0YfKmD9fw0MnH07uga029FZH20abezNy5c3nsscfo1asXlZWVzJ07l9tuu629YhORPFHm8TD3uHFU+VLDt6t8XorKXHuchiXSGTY0bOjQPMyW+3OPG0dZF1uzRjrH3qandhblrfRk6rN0bdnaUefVHp7ZmNowS+2ZiLTp+4dIJMIBBxyQ/veECROYP39+m4PqDvSRKN2JaRgMKy3hoZOPJ560cDlMyjwejGKanYYl0hmCoSDm8OanA7ZVc7nf1kXdpXtqOj01FoziLvTkpF1U3kpPpj5L15atHbWLYXrlKK5WeyYitLGI5XQ62bZtG8aORuTzzz9vl6BEJP+YhkHvXde8M2h2GpZIZ9nTdMD2kDX3RZrRmI9rqv+T0x2YlLfSk6nP0rVla0d7O9SeiUhKm4pYl156Keeffz61tbVMnTqVJUuW8Itf/KK9YhMREREREREREQHaWMQ6+eSTKS4u5qOPPsI0TS699FJMU4uGinR1lm3jj8aIJS3cDpNeLidmaCskYuB0Q2EZhq51yTHbsjhoQB+S22rZ6vQRw8TtMCnzuDXNQHImmUyyNRKh6sCD2BIM0qugAIfDkeuwRLoN27Ig6G91n2TXvo0+K/KX2lER2ZM2FbHuuOMOnnrqKYqKitKPGYbBsmXL2hyYiOSGZdtUbwswY8kqakIRqnwFzD12BINemYOx5k0oq8J1wZ3Qb5gKWZIztmVhb6rG9dff8vnJVzDj/U925uv4UQwrLdLNiXS6ZDLJ59u2M2PZmoz2c//SYt2AibSDxrY/vmg6+Gta3CfJ2rfRZ0VeUjsqInvTpjvQ1157jbfffpt33nkn/Z8KWCJdmz8aS3fyAGpCEWYsW0PgqHN2PKEm1XkM+nMYpfR4QT/xRdMJHHUOM97/MjNfl6zCH43lOEDpibZGIukbL9jZfm6NRHIcmUg3saPtx1+T+ncL+yRZ+zb6rMhLakdFZG/aVMQaMmQIJSUl7RWLiOSBWNJKdxwa1YQixAvLdz7gr4FEvJMjE2kiEUvdvBSWZ8/XpJWjwKQni1l29ny07BxFJNLN7Gj7M7SgT9Js30afFXlH7aiI7E2bphP+8Ic/5Pzzz+foo4/G6dx5qMsvv7zNgYlIbrgdJlW+gowORJWvALO4F5GLZuP56xMYgXpwunIYpfR4TndqGkmwPmu+uhyp72gs2yIY9ZNIxnA63BR6yjANTYOVjuE2jez5aGq6kki72NH2ZxSyyqr22idptm9jWPiDNfp8yCNqR0Vkb9rUUi9cuJCioiK2b9+O3+9P/ycptr3zG4OkncSy9W2P5L8yj5u540dR5UttZVzlK+CWcUNY/O41LKieR/1Zl+H48T1QWJbjSKVHKyzDdcGdFC1fzNwj9svI17njR1HmcWPZFhu3fcZ9b1zAHX+exH1vXMDGbZ+pLZYOU+rxMPu4ERn5OPu4EZR6PDmOTKSb2NH2U1aV+nfjmlh76ZNk69vMPm4Ef1p5oz4f8ozaURHZmzaNxAqHwzzzzDPtFUu3ZQC/XHY5Q0oP4sIR1+Q6HJE9Mg2DYaVFPPTNsUQTCeq2f8ab/57JV/5/A/D4ypu4/BuPU6xF3SWHDNOEfsOIf+ty9vd6eeikI4hj4mqy49T2SD2PL70Gfyj1jb0/VMPjS6/h8pMXUVzQO8evQLqjcGIby/5zGzce8X0K3JVEYvUs+88v6D/mBoqdyjmRtmps+92XPZyaQuh0tWh3wqZ9m3jSwjQs/rTyRv5T83dAnw/5RO2oiOxNm4pYQ4cO5aOPPuLggw9ur3i6rbrIJordpbkOQ6RFTMOg3O0mHgJPrDffOeAGMMFn9MLhLiBsmcQiYco8BZiGsc9TtmzbJhSySSbB4QCfz8DYwy5Btm0RC/uxkjFMhxu3twxDQ/97JNu2iEW2U+DuixF3URY1SDpsIh6LMAG8nkISyVi6gNXIH6ohkdRCvtIxEskYh1Z+g8M9ozGSBrZnCInKjco5kRZqSX/CME2sonL80QgxK4k7Fk33R/bUrzANg94FqdE8/mBNuoDVyB+qwUw6sOqSHDnwCKy6JHYvG4ezTbdL0kpqR0Vkb9rUKtfU1PDd736XAQMG4Ha704+/9NJLbQ6su2k6tVAk39mWjbXeInFXgoK6XngryvBc4iH2uxj2NhvHTw3m1C3jJ4cewdDiUjY3VKdHvJT5qvjRcfOpLD1gj4Us27ap22Lx0itRGrbblBQbTJ7koaK3mbWQZdsW2+s/Y8VfphIO1OAtqmLMxLsoLj9AhawexrYtQlvX49jeCzPgJLIwgl1nY1QYOC/3ECwrIJrYhNPhosxXlVHIKvNV4XS493B0kX3ndZQyxjyV6K07c3LMVacSd0RzHZpI3mucAr63/oRl21Q3+Jm27A1qQgGqfEXMO/Zk9i/uRX293aJ+hdPh3u3zYcKBF1KwuZjIPTuvX89VBSQHJVTI6kRqR0Vkb9p05zd16lQeeeQRfvnLX3LjjTem/5Nm7GGEiUg+sRtsonelOg8Adp1NdGEU12Q3dp2N936bH/QbwbRlb1AfCWadshWM7nl9vFBoZ0cToGF76t+hUPaCbyzsTxewAMKBGlb8ZSqxsNbh62liYT/xLQGc9T6iC6MZeWrfFyVRb5BMFOEwHPzouPmU+VJrpzTeEBV6tJ6bdAxXoIDoPbu0nfdEcAUKchyZSP4LRv0t6k/4o5F0AQugJhRg2rI3CISsFvcrCj1lu30+fHvAZVmvX2Or+u+dSe2oiOxNm75WOOqoo9orjm7PRiOxpGuwLQtiFnadjTnMxDXZjVFoYCdsjH4GBTd4sYM2Vd5UxzFmwX8dfiNLPn6Ar+pT62a1ZMpWMkm6o9moYbtNc7tdW8lYuoDVKByowdLw8h7HSsZwOUowPAZGqYH7fz2Y5SaYYPktCgsghpuEFcHl2o8fnfj/MA0DkwQO00FqpcIsx7XtndNTTEd6eopISxlJMA81cU1yY5gGtmUTfyWGkWzdcdpjV8322pkzdV1EiSUt3A6TMo9H14W0G8u2CEbqSSSjOAw3Pxo5H4/toyFRxyvr5vOl/9+79SdiVjJdwGpUEwpgJY2s/Yp40iZhWWyLxbCTNiVRF07LpNJ5AFee/DQJK0bULsIImOnCSSO7zoZWXr/SNntqR7dHtuy1TbNsG38kSjSZwGHYFDqS+Dwl2nlSpBvR2NhOZDRz4ySSLwp9XuxN1dj+BObowbj/y030t9Gdw+qbTCksvcrNSVX78VmDn/n/Xs8to2/i7dW38FX9v1s0ZcvhgJLizA5nSbGBo5k+hulw4y2qyihkeYuqMDU1rMcxHC7iST8esxL3eW6iD2TmaIEBlmmzKVrIdf9Yz8ZgnMpCFzOP6sviz9bwkxHDGVZaknEj3tz0lGElZbphlxazPBauU9xE72wyHenKAiyPhdnCwe8tnVLV0cdIHcemelsDM5b+i5pQmCqfl7nHjdvt+hHZF03ztNhTwYWD76bXfQNSI74ryrjgp3fxh4Lbd+tPuE0HVb6ijEJWla8IzGTWfsXX4QbMpMFj//mE6X0PI3F/lPiO67NgahFfl8a56q31LBo3BLPCyChkGRUGODr+vZCd9tSO3vfGBXufarpLm3XL2OFUFmyjoniQClki3YSu5E6jkViS/waUFRFfNJ3E3+bh+b4zXcCC3acUJu+JceMB41n08WpqQgFueu89xg//vxZP2fL5UmtVlBSnboQa167w+bLfGLm9ZYyZeBfeotTQ/8Y1sdxeTQ3rady2A2eRgVFmpwtYsDNHjTrwJpxc94+v2RiMA7AxGOf25Zs5dfAQZiz9F/5o5toazU1P8UcjnfvipEszEibRe3eZBnNvBCPR8u5WS6dUdfQxAPzRaPpmEKAmFM56/Yjsi6Z5OmnINZj3uTOuHef9BZx78C9360+UeQq485iTUoUrUgWsW0aPZsnnD3Daqe6MfsUJp0DYiHH9snf5fuUwvPdbmdfnXREC9RYbg3HuW7cZ91UFqcIVpNfEsnupD9+Zmm9HjRZMNd29zbrp3Y/ZGPS3uv0TkfylkVgdwG7m20mNxJJ8Zdk2gbBN3FtJ8vRbKFj9MrZhZx1WbxQa6f8PR+Os9tcCqZv+fqWHcPnJi1o0bcUwDCp6m3zvuwUkLXCYe96d0DBMissP4LjTH9fuhD2cEYvg+n93wnceyJ6jHgMzYfDLcYPYGkvw2EebWVMfYWMwTonbQ00oTCxpsSUSSk8djCUtenu8XHPYcZS4C2iIRVj0yUpiVteZR5Ka9hVrMu3LrdEyncxIkj0nW5FGiWSMYRVHc8zwKzEMN7Yd452P723VzlyJZIwiTwWnHXYbXncF4Vgdf/9kfqt394olrfTNYKOaUJh4c/O+RVqh6Q6yJc6KrNeOy/bCNrASFkkzQdjTgOEwqCpw8evjvgG4gDjvfHw/737xAicc+APO+k4vYnELTJuvovV4HG5qQmEqnJ6sf6Nyx+ZUL67bBsDl1/XFZ5jgsLU7YQ40344anHvMb1ny8b185f931qUrGtusEWW9+PFBh1Lq9rAtFqXIE9LuhiLdiFrlDrNL42vbWhdL8pJl23xdb/HgX6PUB2zKiw7kkm9Op8JIDeHedVi9HbTT/18TyxzKX+B0UVxQ2uK/bRgGhYUtv8k2DBOPr3eLny/dlNONUdwbw0xkz9GozYbtNgv+nqC8yOCqEwZwz+oNbIkmaYhFqfJ5SdoWs1e+xZsb11HlK2bh8Wfy0xHHc9s/a9kY3EZloYsbjj6eArNrfEymplAEmLFkFTWhCFW+AuaOH8Ww0iIVsjqR7SB7TrZiOpLbUcioA6Zx9Vtfp6fC3j5+Gm5HosXHcDl8fPvQu1n0lmdHu17OBSfejau5+drNxmJS5fNmFLKqfN5WH0ckm6Y7BDYk6vBWlO0+lc+CyM3h9LQyfmrwVuhJDtjvR1y39KN0e3fT2IsIxbbiMJ1siG1jxj//lp4afu/4/6LK56UuEaWsomC3v1HgcTB5aCkvrd3Gi+u2sbw2xN3HVrBfRa9cvC09XnPtaASLW1eWctNRs3lr9XUEonW7TzV1mEyo6scP9z+M371l72j/vFx8chEuh0ZWi3QX6oV0Io3EknwUCNvpAhZAfcBm4esJtrvAeZUnc1j9JR7iL8UwKgwcV7t5atMaIFXA+vmY4zCV49IZCstwTroaK7AZz//tnqN2Bfx+deob1/qAze/eTnDJiH7MPKovf/piHTPHjuKefy9n0uBDAKgJbWdDKLyjgLVz+uFt/6zFak31IYf80Vi6gAVQE4owY8kq/FF989yZki4Lz5W7TEe6soCkq+UjlwLJAmYuyZwKO3PJ1wSSLd+ZK2kVpwtYkLoOFr3lIWkVt+LVQJnHw9zjxlHl8wKk18Qq83hadRyRbAo9Zfzo2Lso81Xxyrr5WJfHMq+dqwuIPhnZbYrhiVUXcd3SNRnt3S3vfsl/HX4TUdzMeOdvGVPD71v9L2YfO5ZnNlbjujrz+oxf5mHRyigXDO8LQGWhizknDCRQu7Gz3w7Zobl2dIsVZ2Mwzi3Lg0w4dFrWpSvKPB6mjjoyXcCCVPv30BvJVrd/IpK/usZXzN2AxmBJvkokSX/QAwytMDjzEDdlERO7yMZ9iQfDSO1OaAPucz3Y/SBqh/ll4VHYBx9DvdNifaiBuJXAsq1OXzjTti1iYT/DhlQQDW3RNMNuzjBNLKcLw1tG7PEY7v/1YPQ1MEwD4mAXWHz/cHAb0BA3+MMaGFzsIW5aXD7qUDaHA5S43OxfXMFvjv8ODfEIbtOVLho02hiME0lYBCMBIraTmJW/u7OlplBkfstcE4po2lcnM6IQ/yBOwUxv6oPfgNiSGI7xLe9uJSw7ay4mrJb3JJK7tOuQ+ndr08E0DIaWFPObk44jYdk4TYPeBa3ftdO2bAjEsBNJDKcDilK7jknPYlsWBP2QiKVG1BaW0c8s47Jh00gWlkDiczyXloDDi1HeB9sA673MpLXrbNx2Qbq9G1lWzJXDBlPl9lAe82DFnDw19n/4JLmVV776lBOq9qOft5BSt4/LRo1iOzb+yzyUuAwa4jZ/+DDG2jqbM482eG7SEDxOF2UFDlZWB3PxFglgRI2s7ag5OtWv2xiMU1F8IH19rl2m0Kc+m504qA9kfoGTrf1TuyTSdamI1Yk0EkvykdMB5UUG9QGboRUGPznEjWtBlFjTHQmfjWJVpz79HaNNnGfHcSxcgVUfxij3UnDRKJ6vWc+FhwyDRH2n7gBj2xbb6z9jxV+mEg7UpBd8Ly4/QIWsbspKJgjG6zFiARzb+hF/Lob7HDeR30YwSsF9XoLeT67Arg9TXO5lykVjiBlOprz1DjWhMCdW9eOiQ0dy1dv/TO9edM8J46kszCxkVRa6+CIQZHuBk0f+s4q3ajbl7e5sqWlfBRmFrCpfgaZ9dTY3uIY7idy+c/qT5xIPVis2UXWaRtZcdLbi5qppu96ovMjA2cp0sGybtQ3b27Q7oW3Z2F9vJ/bgu9g7PjPcU8ZC/2LdMPYgtmVhb6omvmg6+GugrArXBXdiFpVT8MI9qceABEBZFe7LHoZkWdZpZTEjNYWwt8fF3P33x/fIKuz6MPFyL67zxuD8s4uh/1PC+QcczstffEFRZSk3LPmSjcE495wwmBdXstu1Ydlhit1Rigu0ZEGu2W47ezvqSk2prix04XE4WNsQyNo2uVrQ/qldEuna1LvtNBqLJfmpyGsw5RQP5UWpEViuBVl2JDwzdQdmVBi4fmiSWJgqEADY9WF8j67ivP6DuP6dlZ2+A0ws7E8XsADCgRpW/GUqsbB2oemuYqE6Vrw2jZjTj+sqB64z3emdNF3/YxB/MjM/XY+uwBOLp9f1OXXIIGYuezdj96L7Vv2b2ccPoLLQBaQ6yTOP6svDa6q5fum/OXXIfunn5uPubGUeN3PHj6LKl5py1rgmVpmnFdUTaTPbMogu3L0Nta2W3xT19jq5Y3xmLt4xfgC9vS3/3rFpuw6pG7gpp3go8rbu5qxddicMxNI3ipC6JmMPvgsBTXXtUYL+nQUsAH8N8UXTsU0T1wV3Qllq5+HG4haFZYQLtu82xTDx0whv1TzK7GMP5WcHDsX36KqM3Io/vQLnBPDclySyNclpQ4Zy+/LN6aLwwjWbOO9EV8a1cfE33bgd2/e6q7J0kmba0V4uZ3q6p2kkm22bWtT+qV0S6dJyNhIrEAhw7rnn8pvf/IaBAweydOlS7rjjDqLRKP/93//NNddck6vQOk4efWsv0sg0DCrLDK6ZVEBxCGLZdoTpb+K+y0vCAbYdTX/op59TH6a3M7X7j9NZlN4BprVDtW3bJhSySSbB4cjcrdCyLfzRBmJWHLfposxTgmmYWMlYuoDVKByowdIuNN2WZSUIB2pwensTL3VQUJLA839gB0yMXnbW/PTYBqftN4i127ezf0kvbhw7joZYlCc+/pg1/q28VbOJGUcexoJv7EfMsknaFk99vJY1/gYAStw7i0HtsTubZVtUDKmkJlSbkc/7yjQMhpUW8dA3xxJPWri0O2FOGIlmdtVq+ZrsOE2TIcUunjl+AGbSxnIYUOTCabY8P0zDoH+5yfTJBSQscJqpwlZr86E9die0E8ms16SdSGp8ejeXMX0QMIp6Y/ubfF77azBiUew+++O65CnsJFimg6jHRYFhEEuGeOqL6/jetF9S6q7CckLMA8cb57F907/pVzyWRJbcMopSuysPLiikwZnkqiP7UeI2aYhZPPlhHS98WctVk/phWWCa4HVG8Hr6pfoUO3Zr7j9kBA0ha5+uG2mb5trRAtvg4W8NodTjYFMoTHmBh6sOH0Gl10ul5SAWTVAUtjDc7LX9U7sk0rXlpIj1wQcfMGvWLNatWwdAJBJh5syZPPHEE1RVVTFlyhTefPNNJkyYkIvwOoR2JpR8Zdk2G/2pxd0vPNJNVZah+yHD4kfvrGNjMM7Dx1YxtNyb8eFvlHvZkohR5fOSSARwOspaPVTbtm3qtli89EqUhu02JcUGkyd5qOhtYmPzWcNXTP3XPGrCdVR5K7hr3DQOKBmE6XDjLarKKGR5i6owHRqB0l2ZDhdDRl5IkoG4NgWJPbZiZ4799GiMLPn5WTDGdw8YjtO0uPrvG9K7vs086nAeWP0BvQs81IZtblj6ZZOfDWRtQ5D6aIyG2M6iaFt3Z7NsK5XPK7PkcxsLWb0LtOB2Tjmz76rVmt5WPJHA3BgkuXAFiR157bhkDPGqQlzOlh/INAxKfG27HWuP3QkNpyPrNWk4u8amCbJvsk4f/O6NJF5dgP3V6tSTyqqwXQWwMZjRV7AvHMPWskLcPh9DKkZTV+jl4n/+Mb3b4P3jv0WgdBzbt0ez9kfsgIFRAZvjCcIRm3tWbkq36zceXUWBw+CSv61NPzbnhIEM8xhZdmuOMOUUD/3LTRWyOlMz7WhtPEEwYlPsNnCQ4LKRh/D7Tz9nRtX+FDz6Hp76MHa5F3vKWIz+xZT4mm+n1C6JdG05mU64ePFibrrpJvr2Te0EsmrVKgYPHsygQYNwOp1MnjyZV199NRehdSh9/Ek+aro74R8+jBG/LHO3N/MqD7d9VJMeij//Yz+Ri47EKE/tVmWUewldNIqnv/6KW8YOp7KwLDUkv5VDtUMhO13AAmjYnvp3KGTjjzakC1gANeE6pv5rHv5oA25vGWMm3oW3KDUVoXFNLLdX0wK6K7fhZsCIS4nVxzAfy5w6GHvhP7guHpOZnxceyfyP/cxcsgGn6czY9e325Zv530MP4aeHHcYNS7/e/WcjhnHHcYfxp3VfAu2zO9ue8lm6tqgb2KUN5TJP6vEWsrbHSe4yZTu5cAXW9vhefrP9tcvuhEVu3FPGZlyT7iljoUhfNHRr2aYPPvdLHN/8cerfjdMGkwW79RXMx1YQrY9BspgxB1zEdf98M2O3wYTtYuaSDcz/2E/owsz+iOu8MSTehOhPXdS7ktywdENGu/7Lf9bgj1oZj1379nr8kWTW3Zof/GuUQFhfRHem5tpRT5GDa99eT304xpbg19z67vuc13/QblNKWzQtUO2SSJeWk5FYt912W8a/N2/eTJ8+fdL/7tu3L5s2bWrVMVevXt0usbWn6upqANavX080GqWhoYEVK1bkOKq96woxNmdfYx8zZkw7R7J3+ZKz/YeM4KAqk1MOc2GaBnEsIlM99PIYfBWL0r8wxhXOEs4bUMR9n21ldX2EGZ9t5a6rj8Ft29gOA9w2t5SNwJG0sBMQ3LoJb6Iw61DtaDDMmk93f+2DB49IF7AaNWy3CYdjBJ3B9A1/o5pwHYFIkHVrqvH5vIw65X4cJiQt2LA5SGjdyvZ/szpBS3O4J+fsiIEVmAVF9C4F84LDIRgn/u9NuA7rB4UuKHZhTjuO2oYoW+JWOm9h929uNgbj9C8sZHs8lnVHuMFFhZS6Ylxz+EiuHDUCEwjXbWZl9Wd7jNHr81HUpy+2w4GRTBKo3Uw4FAKgYljlHvO5q2hte9sTcnb/A47k061xxtxoYlgWtmmyojrBgf3cLX6/Rg0+OOsUKUfSbtV7vqcczKa5Y3t9Pu456sidx6n5eq/5v6tCn48B/3c4LsNB3E6ybtsGgiubj2VvOquf0hNyti0KfT4GlPZlRP9hbP96Cxu2bSa4I8dGDKzA8GdO9cdfAxWDsa9ZTNw2WOsPMIRI1r5CgTP1+Z8sIF3AamRisjEYZ2MwznVs5fKLjqTK46Dc68bCCRfCte9+xf8d0Tdru+51Grs9FopGcSYdHHegyclDwLQsLNPkjXUQDMf49MM17fGWdbjukLPNtaPD+qY2vIhbNrbhpCaUWsqiNX3Nptq7XWqrrnz/1VpNX2sucla6vrzYndCyrPS6N5CaVmS0ctjuyJEj8bThm/H20vSiHDZsGGz8KwMHDsS9xU1pSSljRuf3hbpixYou25h0tdjzJWcDkQQnHmKw4C+Nw+cNLj7ZQ60rTnkgirlwJeX1YXqXe5l94ZFcx1bqoklWRS0wYgx0eRjoTxJ78F3iO6YCuH40jHBBA64sQ7U9hd6s5ykYtCgpjmQUskqKDbxeN4ajkCpvRcaNf5W3gqKCQgY3OVZjDvTuQ5eU7zmcLzlrBbbi8oeIN063Oqwvrv8+kPhD76WnozinjOHX6xp4a8POm5/KQhe7ruRTWehi3XZ/+v933REuEPycerOEn/9rHTWhSHrB9COHDGl2eoll21Rva+CqXXZNOnjHjm5bIltblM/5LN9ztVFn52w4mGBMZZT43TunuI75yRhiTmeL36+oP5x1movlMFp8jL3l4K5adT4r2rZ7WwFwcP99P0ZXyb19lS/t7N6klwx4IDWKylXu5aApYzGGp5YMsLdvIVZWtXMkFkBZFabHS0Fx71QeVILdikQbKQAAIABJREFUECWaJd8jCYNir5uEkaDKV5RRyLKw0u316voIly7fSGWhi7sm9Me2QzhMN3XRJA0xK2u7Hk5kfmFWWejC7bQoKvBwSp8QyfnvpqfynnLJWGKFPqq6cc61VXvnbHPtaNiRWtjdbZokEgGqfKmlLHq3oq/ZnLa2S23V3du1pnrSa5WOkxe7E1ZWVlJbW5v+d21tbXqqYfehociSn2IJk4feyBw+/9AbUfra4HtsZeYuhI+t5JrhZdx0TH9KPfDwmmqCW0O7TQXg8WrsRAIuPLDFQ7V9vtQaWCXFqRusxjWxfD6DMk8Jd42bRpW3AiC9hlCZp6RD3xvJU8kC4k2mW7mOGZQuYEEqBxMPruDGEb0zdni7ffwAknZil13f+vPKlx+x6JOV3HB0n4yf3XxUIaZhpwtYADWhCDOWrMIfbX6qwt52dFM+d1/uaJz4bzOnAsZ/uwJ3tOVTAW2vheOSzCmxjkvGYHtbvph6u+wqKLIne1syoLCs2V0HM2SZ1mVdOAZPuRufz6CiwMeco0+iylcEQJWvCKcR5/ZddvC8bXx/nvz4E2pCEe774GNmHtWXP63dysyjqjKeN3t8Ff19RsZjvxhXyAf/uhlXOEFy4bu7TOV9F1e4FTszSJs1145643FmHd0XpwMqC8u4Zexwnv76K0IXjdK0QJEeJi9GYh1++OGsXbuWL774goEDB/Lyyy/zne98J9dhtT8tCil5KGlBidfgO0e7KfQYBKM2r62KYySt1DdgQ3rh+taw1DStYJwDiz18Yif41cqPWONvoMR0ZB3K7SsaQsCsoXjqURi2md6dEMP+/+zdeXxcZb348c9zzpwza9JsTZPSsrWlQNlboGURKChysSgVFS8WRES9KFsFLuD9KfeqiIhwRcGF5QpVr9fLBRVkF1nLWqDYgkALZU3aZmmTycyc9fn9Mckk0yxN2iyT5vt+vdDmZGbyJPN9nnPOd57n+eJkWggDF8O0seOVKGWglKKm2uBzp8QIQjCN7uqECsXM8uncdsR3cUMf24hsdzU3MY5tEZuqPtV3RcIw5IZjphNoiBiKqqhBh+9z48L8MUuFJE2PSw+cjxuGxIwINx23C47v07z5VVa+8l0O3v/bhQRWl4ZMbsDqbFur6GYog5nl07nhwEux41GJ5x1I17jZk27JooZQzc8N2ljnPM/spcdhdlYnfK35YXYNDiZGcpCvsf1VBYUYyNaquynDgCkzsM+5BXwPIhYkK/PH6a5cqMMAt8LAWnoIBAahYRDaBnG1CTdn4YdlTDWrWHb4yejOMkmW1cG77/yOG4/5QqGa7N+bmvjirL2xjQjn7VPBQx98wGf3qGKneJSbj96VlO9jBAFORwN+0uT7B2wmYlfju8288fJ32dj0d4x9Q4I+fidD+s2oGmgcveHvK/n+/LnUlk0nYbdx4QEVBBgY31xAJNSDqoQthBj/SiKJFY1Gueqqqzj33HNxHIejjjqKj3/842PdrGEl87BEqbJMzSfn2Sx7ons54ZIjo2jTyy/TOmY3vN+80r1M68tzKYt3TxtvC4M+p3I3bVJ4iWrCZDOV5dNRykDrkPaWNax4cCnZdENhE/ayqpmFRFYy2feFh6EMqmMVI/73EOOAaRTFpvXpvftcfhUok/98+R881tBUWAY4Y1Jqi+VU8V5pgY5sG/e89G3aOhpw3RbqE7GiRFZ9IjZgdbbBVHQzlEHTukaZUr+jMY0+Y5EhVPMzDZtnXvslD3ZcUThWnqxnxk6HD/o1hqOqoBADGUx1N2UYUNZ7iVahcuHDvyJ31Gd48an/IJtuoHbno5g192xevPti7HgNux18Hfc/nCtULD5uYZSXX3GZf0iC9a2vUlaxkm+/0sa8mhq+sNu+/PIBh5a0l98W4didMQyPPz3r8fndXcJfryBoyWJWxYmevT/vr/0p73zwaKFNqWQ9YT/9N5R+M7oGGEdbHAfLNDCUQSpWQWoMmymEGDtjOio/8sgjTJs2DYAFCxbw5z//mQceeIDLL798yHtijQdK6hOKEhRqCgksyC8nXPaEQ9aOYCzeu5DAgs5lWjevwGoLOXuPmdQnYqQqEr2WAgRnzOXRF+Ghh6Jsau8gk8vvOeRmWwsJLIBsuoEVDy7FzbaOwW8uxqtsxMD6dHdseg+txfrCfr1i8MFn4OSddwYGtwywSyJWyaeOvI7yZD0rX/sZ/3HwrtQnYgCFZFhltP+lCsNS0U2MS6GpsJYUx6K1ZD9Cc/Dn/57xB/kE1qeOvI5EbPAVVyUGxYjbnupunZULw4P/qZDAApg2exEvPnQx2XQDu+x/Afc/HC2qWPzwIw5772lxz70eR+/7Hda8/Xv+fe4sztxj797bIvzVwTIsjttNY29Rxda/aSVH7f9tUp19LJWs56NHXwepCOZX5m2xlHceKlUSn/lPGAONozKOCSGgRGZiTQRay1wsUZqCUBUu/AAOm2mweC9NNOOAqXD3qMbuqvrW4eE9tJZYRLPnpEn810fmk0oAKYV54WF0tAV0uIonXoTGDfnXtMxygjCfOAgDt3Cx2iWbbiAMtp5YGElah7jZ1l5LHEVpcgKFjcrPDpw/Dfu43dG2gX3+fEATaEVbRtHRoTm0LMWcqnLQsGTP3cl50Kx9KmNmvxuzK2UwedJMTjvudoLQxTTj3LxwHl4YYpkGk2yLVsfFDUJs06Ayahe9lqEUMyaVc/PCI/CCEMswMBSsz3ZgGyaV0Vi/P1uMc16It6YlH4tag1K4z71PpCox6JdQyqCqbHdOWvi/+DokogyqYvaQxqReMWgaVEaj2xR3OtSQdvPLxGSpjuikDAVTy4hefDhOR5ZoMj742PBdaG1AJyYVXRPEk3XsP+/bRO1qrORkEnFoa4e6WsWRB0DS1sRSPok4oBIs3H8pKJMQk68e6jM5rghNg+YgAhmodhXVZfRZ7TOibY7/6F0EocI0NOUJE9MwcesSGEsPwwhCQtNApyLYltwujaoBxtGqZJT1mSy2aTDJttns9jwXF49xMnYJseOSUXkE6H5mXMlMLFGKTCO/hLAlrTlspsGpu7l4P12B00/VN2vJfjhRg41NIY8/6XLSIhsdQjod4W+Phb2qC3pBG6YxBQDDtImn6osvWlP1GObYbcC5tSWOovRYpoaIgTp2V6y5O+He+Hx3fJ49l+CxdZS/0cxJX5zL+kCz9IA9cAOT7z7bSGPHBuqSFj88chozJvV/U6+UQTLevQyma8lhvupbmkueeqWoWuGWyxQNpaiOxfKPb2vloqcfoSGTpj6R4poFC5lRPvhZNWIcsQ2sObW4P3mmOya/fBDaHvxY4ocha9rSXPb0C4XKgj9YMI+Zk8qJGENLZFXHYtvyWxQUKtB1buBdmG0ztUxuBkU+BsqjrH5z1dCWRkdsqKxHZTYXrgkqJu9LMluLf3sDumUjYdU7nPTFuTz1ts1hu7qYt3XOpqqKc9IX5/Ku42FHbCJGiqntaeK3rCDsjNH6L8/Fu8vCfTEkenHfS9NcFNf+xS9so/DV40zqKkM2tCl++XDYeTzkq8cpplZp+eBhNA0wjn75b08WjYu3vvoGjzesL8w2ndFZgVXGLiF2bHKHNkJ6D48yE0uUJkNplhwZpSqlWLyXLqoI01fVN2/ZK6Siihde9Ghr17S3wd1/cXj2eY/jFhZXF/zoRx0qylKFZTB2vJK5H7uWeCo/hb8rYWTHx+6GXpY4jj+hihDoCPZRu/WOz5tW5GdmtWQxfr2CycBmN+hMYOUrxDV2ePzrE+/TmguG/LNbHbeQwIKtL1NsdXKFBFb+8WkuevoRWp1cn48X45vh694xefOLGP7grwGac7lCAgvyG7Jf9vQLNOfGIGa2VoFOiG3RWbnQeP5eDjr828RT9ew55xz8m1YWxZrx6xV8ZD/dncDqcdx0XBodg47NLv6vtqhkd/MKIkflf5R3p8b6QnG1z8hX5nHbixQtP/zlww5tGfjlw06v4+msXMOPpoHG0S3HxX/adXrh66IKrDJ2CbFDk5lYo0kS/6IEeYHBn15w+PShNlHl4PScdp+0+qwQgx/SuL5zuaClaGvXtLVrlj/j8pEjbGIxRXkZmLZLIjqtMKNJKYOyqpkc9snbSmbpXqkucRT9CwIwPAPQfcdn56esuiWLpSFmRgoJrC6NHR5eOPQbk3zVt8FXK3TDoJDA6n58GjccegJNjAP9VNViCNXN/FD3WVnQ34Z43V5bq0AnxLYoVC781KVYYciCT9yM5SRxWx4vepxuyWIrXXxd0nk8gUHMjFBu0Hclu1S+v4RrNe7vIkTOPYyOTH7Lg7JJUV55t3gcb0lrgpCi7RW6jvtSnHB0DXIcbchkKbftoq+7zsUydgmxY5Mk1ijRMhNLlCjT0LRlNTf91eGaRap42n2H1+c0fF8bQP4m3PPyVYPa2jWN60Puuc+hvEzxuVNiJPuoJqiUQTTRu1pRXwa7V5XWmkxGs8suc+joCEkk1KCLQ5TiEkcxsIgJntJEAtV3BaPOm31VFccBcoFPXdKiOmry5T1rqbAidAQBsc7NtrUOyeRa8/tfGTaJWGWhmuaWx/NV3wZfrdA2TOoTqaJEVn0ihW2YfT5ejHPDUJ0wYiiOqp/CyTvPoNKK0uo53PXuWiJjsARmMBXoRktXf9x592o6ss2FfirGp67KhQqI6pDQz/QZa9rse5wvT0TxLJO2rNNnhWSdVnStgtCbQSkbIhoVaLTq3kahS1VKYRr0eTwiYTa6BhhHbzviGFo9h5veeJUWx6HN7f7AsWcF1lIau4QQw0+G5VEke2KJUlQW05x9bH454Z2vKayzu6fde8+8V/R1fs+heTz3Zv655WWKsnJYdGLxMsJFJ0ZJJLYv3rv2qlr+pzP42+8/wfI/nUF7yxq0Drd4nKapOeR/7sjxm98H/M8dOZqaw0EXUyjFJY5iYKm4wolqAtPG+vIW8fnlg3AffqsQqw+2NFMVNbny8Hou3Wcaq/+muO//fF7+K3hpRRgGbNy8ht8+fDq/uvtEfvvw6WzcvIYw9Ps8XmFHuPrw/QZdrbAyGuOaBQupT6Q6H5/fE6syun17FYnS5CZUH2PmXNwhjIfV0SgX7nEQrz4S5747FK8+EufCPQ6ieiwqcm1PBbphpHVY6I+3PbC40B+3PB+I8afrXP/yc9+BM2YUxVrmzP34xXtvY36luE/lztyfC196lRtfeYP4pBjeWQdtcR6Yi/9Y/vVVjcI+P8bGPzk0/TiH+1sXuw2+/jGLqlS+X+b3xIpSnoCvHhftdTwVl+v30dTfOLpmoyqMiZfvdTDXHn4o9657D8gnsK5aMJcK28q/SImMXUKIkSEzsUZQz1voD3PziW+Wm2JRerKuwQtrXc75WBTDULQri7ILFqD8kFAr0m8bJM85DMMICSOKR9s3c9D+CfbZ18IwIZVQGCo/8yoI8xMOhjITqj/97VV12CdvK5rJlclo7v6LU1SG++6/OPmZYMmtt6EUlziKgRlKYUZCGl2DKRVJ7AsX5JcfoPCyBsaCmfj7z2LDg4pjT66jw/aIBTZ/fsjrFSef+XSEPz5xIW0d+Thr62jgj09cyKkLb+nz+GnH3c6MSVXcfOy8HlXf7H43/TWUYkZ5JbcefSJuGEh1wh1dzqL9bSg/fwHoEJRB22pFrNyCQeYtnZzi3nuLx7R773X53CkxIsmtPHmY9axAN5YVvjK51n77Y88CDGL86Xmud7LNHHDeNbQ5Bhs8h+vfeo1VrZt4r76DS8+fR1Qr3s7k+PGba1nV2g60A3DBfnsw6cL5REPwFbSYioovRnEXa+wYbLzHpWN1PuHpt2rW3+Iy9TyLixfF8EOIGPkPRwyV38T94kUxOrIuybhdOC5GUT/jaLw+AgS0tWseeyjkhBPaWLILnDVrL1y3hVdXfZdp875FMl5dMmOXEGJkSBJrFCilSPs7sTEnN8Wi9PgB/HVVwF9Xde/R8/8+GiN9XY7ozlB9bEjYoXEzirYpmt+teY+9ayrBCLFNC6UMlFJ9JoyKlgNGYmgdoANvUImiwe5VFQQUVUSE/NdD2IJmSEscRWnwAsVVf3YKX//HP0WJb3SJJAL8jKL5r+C8G8I/wYbQoUKrvuMkUIUb48LxjgbC0O/zeBC6nVXf8rNiQq1pzQV4ocYyFJUxs9cNT/7x8eH89UWpChTtL4bYlRBJgJ/RtL+oie0z+Bun4RjTYHCxORhdFejG8tYvCN1++6MYOzoMoaOVOdNq0O3NkKzMLxMcgp7n+k0b/06rkaXZi1AdsTlv95lc/9YaHm1Yz2f32BVQnPPcKwDMqSxnyZ67U25bYBi8S5ZkNMLD737AcdN3JqLgtntyLFkUKySwuvitmjAwyGqfUIFWBtC5zEwHWGET5REPI7RA14CS26VR1c84mljcPQq1tWv8QPPAk18rfupBFxf+XQpjlxBiZMioPGpkCBWlKWL23gMiG2iScwxqjnQJfrOCoCWLURWn+uy5XHzQ3nz9b+/R2OFRl7T44ZHTmDEp2uvmqGuJwIoHlxJNVDP74HN55bEryKYbCkv2yqpm9pvIGuxeVaZJYU+uLuVlaihb0IhxJgx8TKN7T5PdahTlbgfB/3bHat0X5tL0hE0iGiGqFCnTorzM6x0nJpQn64tukMuT9RhGpM/jptEdf6HWrN3s8K9PvL/V/iAmiIim7kSPYFmPWFwylyAy+KWAwzGm7WixaRr2VvujGF06DNHr1+LdfjGqtQG3sh7r9B/BlBlDSmQp0yqc6ysm70ttR4LqW/NVCqur4lx95n5cHXuLNtcBFPWJGFVRm3/ZdzZXPrehEN+XH1LL35s2cHj9zlzw2AfceMSulJcpMo4mUqnwW7v7U6RSkSPkXx55t6h/7FYWoaPlTV58+OLCtcpBx/2IsupZGIbcMo2afsbRFrr7e3mZwgvaip4mY4IQE4fc5o2At2Mpmqwob7blL7beSW8EJI0lSlMqrnrtAREmQ6o/CcFvistWBzetQLd7hUpvjR0e//rE+7Tmelda67lEYPf9v1hIYEH30kA329pvuwa7V1UioUZkTy5RuvxME5osZx1rU5VSnDwHgpu3iNXfrKD6JPjBq42kInGufaWRI4+LFMXJx0+wCSLwqSOvozyZj7PyZD2fOvI6UvGaPo8nYt3x15oLCkkCGLg/iInBDF2CZVvE4rIVmEOYMTQcY9qOFpuJWOVW+6MYZR2teLdfDK2dicXWhvzXHf2f1/tiKJP9j7qCeKqePeecQ3DTyqL+k/ivV/h/e83hL+++ye1vrOTfDp7NWXNmFBJYkI/vK5/bwBFTp3HZUx/Q2OHxX69v4IQTorz8pkfFaVEilfn+E6lU1Jxpc9Wrjb37R9YtJLAgf63y4sMX42SahuMvJgapv3E0Qn4c7RoTK8pTMiYIMUHJxwoj4N1oChUa3P/+SwA82vCq1CYUJSu/B4TBxYti5HzNm5tyXPXyB1w5p5pUH+WJy7fYT6CxwyMXBIS6eKlKzyUCVrR8wKWB/VUhHMxeVUopaqoNPndKjGzWJR63h2VPLlG6wtAnp0BbOb5yvE2d7+P3EaubPY/HP0jzjQNqefyDNM1Zny8fk69OuMnzaYt4GEGEKZNmctpxt/eqTji5n+NdvFAXboK6NHZ4eKGM+BNWoPspDT/4mOg5pm3rPoM7Wmz27I+ZXJpELCXVCcea70KqCn3S+ejkJFTHZtQjy8D3tv7cHkI/xztP/5R9Dv0m5ak98FqeKvq+bskScTq4YO/9CZWFSYA2EjR2rC96XGOHR6gpxP3d6zYDcOZhtSgT6s+NQah5tW0TuWTI4x+kez3f0wo7Uc3sBUuJxCbh5zbz9srb0KE/1L+O2B79jKOJuOaET0eYkoowKWUA0wY8RwshdlzS00dQcXE0qU0oSpehFMlogDY9fryygdUtORqcoFDVpYuqitO2xU1QXdJiXbqFtW3NhD2Cvms5IIDntBX+3aVraeBAVQi79qqKl9UTTVT3e3GS35PL4J13VpNMGpLA2sGpSIyoqcgFAec99Tyvtbf3GasNTkBd0gLtUpe0WN2S48Ll73LmY2/xw5UNtOQCLEOhlEEyXk15sj6/IWxnnPV3vItlqPzr91CXtLBk49gJKzRVn7EYmkOLia4xrbzM2KYxbUeMza7++O5bTX32RzG6tB3DO+kcXnnhx7xwz9m88sKP8U46B20PrYqmYdp4mWb+cf9FdGx6o8/+49txvvHkP/jMA8/z9SfyHwz3Fd+GKj5+97rNnPPkOlans6RjIemkx3+89hKNmUw//QNmHHIuj7/0Y/788Nk8/tKPmXHIuRjmGFQGncD6G0ffTLtc9sJ7BBGNUv2fu4UQOz7p7SNIh/lp+8qXT3BE6ctlm3BzDXzvsKnUJS1+tmYTuTMPLCpP7J11ALHyaOHiry5pcdkh1dzy2nIueuY+Wp3uT856Lgd8a+Wv2a9zuQAULw3srwrhQEsNxcQWah8v8Ln86VU0ZHJcv/YdMmfuV1ya/YsH8rsP0lx1xFS038R35tcWxe2/HVLP1GSEypi5ze2ojJn88MhpRa/7wyOnbddrivHNjSvMrxSXhje/Mhc3PrrJI4lNMdJ8Al599Aqc9vy522lv4NVHr8BnaEtWrXgle3/8x0TL6nn7lRsxvrTnFv3nQL772ls0ZHIA+TH/5X/w/c5rFaCwJ9aTH77PDw7fqddYv1PnWF8ZjXL1YQdz7zvruPyQ2l79I6EyPPrMd0h37r2W7mjg0We+Q8AQqyqI7dLXONp1TpdxTAgBspxwRGmvc0q16wAJZHKIKGnKplZNptaH/z58NzbbAb4CY+kC8EJCpfjQ9bANh18unAa+iYlBSMDX5xzGDauX44bdF6+9lgNGYiz45K/RgYcyLewwDpvaCczcoKoQCtElDH0C4hw8uZJzd5tFPDTQliY4fz4WmtA0iZgRLqstJ5nQbMhV8pPnHuLSQ46gNl6OoWBDto2EndquTa4NpZgxKcpNx+263RXgBqJDDemOfNk604RUUsqEl6jNfkhL0mD6hYfRtRbwPTxMP6RsFNsxnLEp8Sf6EoZeIYHVxWlvIPQd/M0NKNPGSG59eZdSBrHYZHb7xM14pk2HDin/ykyIlqMjUXKWxb/G9+L83QManRw3rF3D4w1NnLn3rpx3YDk18TjJiEkucDlypymUqRw/XzgdP1REDSh3TAxXE7R6GJNMditP8c0D54CGGxdOJ9QaU2mq4xaZjiz1dYcyY++vg4qCdlj76g0E4dCWSIrt09c46kTh/ClJauORcVmcQggxvCSJNaJ0j3+poq+FKCVBEGJtnIT/nw66SaNqFBUXRPmT08BH7Mlkl+Ur+0QrLSZ/ycJJKP54t0tbu6a8THHURyu4eP+jiW1RvadrOWBPOtToxo14tyxDt7ahvnbioKoQCtHFMEySyuKi2j3wv+/gdMas9bUofgU89KzH2red7g2xU1Ga3QzfWP5/hdeoT5Rx61Gf3v62KEV1fOROpd395c58f6ksxzprMdRNlkRCCaowDeKbo+R+kuscSzXTzk+QrRv9m+DhiE2JP9Efw7SJltUXJbKiZfX4zW+z4X/Ox5xUz+RTrsWa3H8VYshX0nw7CLno2SdpyKSpT6S4/qAFJFyDZ56HI/dUbP6tj9+qqayM8v0l+3LdB6/T6jhc+syzhdepT8T5/gE1ELVpCcu4/c13uGTyQfg3eIXrGvtCxYeVTZzz3JU0ZJuoj9dwxf5f5qG3buPze36NydEpTJm9lPMebyxULbzy8KWYEflQbTT1NY6mzo9h1nmo9U1oGX+EmPBkOeFo6PzEQIZbUaqCzbqQwALQTfmvT67ZieyysFCa2m/VbLzVI9dKofx7W7vmsYc02SyDm3Cf7ijcEAGo+17koCOu3GoVQiG62PEa4k60V8x6v3DQTXDArPwSkbZ2zd1/cbCCKNfMP4H6RH4uTH2ijGvmn0BlNN7vzygZW/QX3dqGd8ud+ZkxouTEMzZO540X5OPS+UmOeGacJuUl/kQ/rHgle59wLdGy/Lk7WlbPnsdcQfsTNwEQbG5g4x1LCbdSrbDVyXHRM4/SkMlvtN6QSdPkRbn7rxEOmGWx6bdO0TVIdlnIZXvvRV0iSn0iP4bXJ+J875A5vLj6Olpdh2+9sJJ/rptN/AZd1Bfd61zSrRkasvlqgw3ZJq5YeTMf2flTXPnchaQDi8ufKq5aePlTjaTDcXCu2IEMNI7K+COEAJmJNaK69rhWMgFLlDgjyF8kGDMU9mcVqgowFFqF1H3JZuMdHs47+RSV36opixSnZNvaNQnTxg1CmnMZ3DDANkwqo/HCtO9Qa1qdLK4KiHzmWMoeeAbeaYB3GojeCQvOvAWtwn6rEArRxTQtdBDgd8asdZJCVWhU3EBHNVMCqKtVNG7QtLVrXD+k3Ipx80cW4wQ+EcOkJpYYcElCPl5zPWI5NjZLGIKgkEDoolvb8kssROnxwdhbYX/CAFNDoHDv0QxxmyBCHdLqdOCGPrYRoTKaxBiLMVHiT/RDKYNE1e7s/6mbCQMPw4jQcteleB+uKjzGSFbjhy5eewOGaWP1OLfrUBOkNUnP5oo9j+Rnb78AwDd2m8dsu4LaBVBWBk2tmuguBpULLcyEIshosr7LpGiE3y84DCPQaFMRGgYzDrqF0NRUR5upMWOFJEgX3aSZldiFuxf+Ai/0ccMcUSPft762/1X42uCsvao4vrIMFYA24YHWdny5jh9dA4yjujxJi+HjZlrHdmwUQowpSWKNIN25fDBfVUihZDmhKEGu76MMhXmQgfUJD2/ZCnRLFlUVx/rCgZjROJNPsQqJrEilwtniiq68TJEJXMqJ8qXH7qQh016Y7TKjPL+ccG1bMxc9c1/hez865Wh2vuNReKcB1daBTRJVlhqDv4AYbxzPIWJE8jF7gof3ux4xe9qBhA9lWXR8FXe/HJLJgk847NjIAAAgAElEQVTINSuf4LRZ+3P9qqdpdjKF2OwrMRVqzdq2Vi56+pHC8pZrFixkRnnl6CeyTBNVWV6USFCV5WDKRXsp0rEQ63gP9+c9YvLLc9FRm8FOfg91yJq29Xzz2dtoyLZSH6/kx4eewczyKaN/sybxJ/qhdYjf9BZNdywl2NzA5M/8hLCjufB9a+o+JI89l5V/OhunvYFoWT17n3AtyeqZoBVuY0jDzU7nMsEyrj5rIdqD9O2aD1sdIpWK6JlRyo82Se1lseH3+cdGKhVTvmJjtqQJf/Uifmc/M5fMpfEvIUE7XHX64eRMD1VjFCWyVI3i/Vw7TTrD043r+Oj0vbh4+ZM0ZDLUJxL85qhZfNxK4v7wA3Szj6qO8PGv15Mz5fp9NA00jr772cP55vJfjP3YKIQYU9LjR4QsHBTjh5NRBGis04xCAgtAt2TxfvMSRruD3hxSudAiUqmY/CULqzK/FxbQuSeWIh5XbMimaci0A9CQaS9ULGx1soUEVtf3Ll71KO3Hz+/eYyWVHJs/gBh/0hahAfYXjEICCzpj9rcvETkigXFzI0cfFOGYjxn8aPVznLjLXnxnxV85fY8Di2KzL61OrpDAgvzylouefoRWJzdqv2JBKol11uJ84gCkv5Q4I/Dwbt4iJm9egREMfk+sVqejkMACaMi28s1nb6PVGYMlNBJ/oh9hRysbOxNYAJufuonqE6/AnJRfXlh25Nn8429bVC+8byletpUgrQsJLMjP8I5ttkjfrouOrf8vh4oj7EICq+s4LS7hr14s6mfBshVUH5v/fsftmqpEDOtrUVRN55Yenfsmuobmey8+zaJd53DZM8tpyGQAaMhkiGdN3Bsa0M35quK62ce9oYFYRj7zH00DjaPf/PsfSmNsFEKMKRmVh9F77TmcUAM2EO+xnjD/P1JMQ5QiHap8iOqwcMFQ+F5LFqIKU4FZaTDlPJvNkRy2aXLyYhtCBYamNezAyyimxau5ft7J/GrNclZtWk9Dpr1QsbArgdWlIdOOnl5HeulpuIDtZouWH0KPJYh9LE8UE1gA2gBU3zGrkga62admkqIlAaftsTc1MYvqaIJyOwrQGZudNyo6JJdrzVfRNG3cMFpIYHVpyKSLqm+OtPxysjbc0MOqsqm8cAmGF+RnwEh1uNIV6L7H0WDwMznc0OfiOScxLzkbI4DQhBc6Xi/E62hShsKvraJ16Wn4WhNRiupoHEvib8LTgUv5sZdgTZkPgQJTE2Teova0myAMCAyIJKqZfORlEK+A7CZaV/yKMPDRXvdem10MW/U65rdq0GCWF3/PtDVBH/0skuhOdEVCk8b7HKq/GMVKKPyMpvE+l11On8R/z/8Uhqe48aBjaFQdoKDNdSEANcnEOrUGlTTRHQH+fa1D6r9iGAwwjl4//xwMTEIClq15kD+/9zxu6NOcayfQIVqbhFphKI1SLpaKEGLhBiG2aVIZjWIoVVjOqn1QETBTCq2g1XFwg6DosUKI0iNJrGH02ftWskfcwAjrAAi8HCqsIpPZjEY+tRSlyTRDIpsU5EBVxYsuHFRVHLQi8MAwNI3KJa4U73akueL5Z2nIZDiqfioXzpzPow+6tLW7lJdN4rLjPs4P3rifZjeDbZhAfjPtnomso+p2pdXLccmz9/dafmgo1bmkq3gJ4kBLwMTEoaIhRjtgqj5jVneEqOoI7+dyfP5vr1KXsPnB4bO4aL8jyfj5KlP1iTK0DglCn/ZNb/HEIxeSSTeQSNVzyMeXUZ9IFSWy6hOpQiyPtPxysvdY+vw1hQpa1x58ETMrpsuSiVLXT0xiDn7MKjPizNN7sOH67uVT8760B6Ex+kksP/BZ276ZS595urDk6qr5C5hZPomIKZeQE5mOlmMmF9B4vVeI09ovzaDjjTtpe/hqqpfcQuzIyzjv5T8Wln5d/ZF/oyF06ci8Q6qyvigxFbr51+h5LFKp8DaEVJ9o0/wXt7A3Z+D23c/8TL4SeKRSkdM+QTt8eJtT9Ho61Gy4wS20efrpZVz61lM0OzmOWHA81qercW/dUFhOaH+pFj1O6zKMWwOMo0sfX0tjxqUuYXPlYcczyUoQ6JArX76LU3c/lu+veKkwVn3/0Hl4ocMVz68oHPvRgiPYvawcf333bMBIpaL+rCgbyjKc+9RjRY+dMWmSXHMKUYLkaniYvZHt3uw0EygUZazzoqABX0r0itJje+D8Zw4dRrC+cGD+QgEKe2Lp6iiqzMAwILMpJNRGIYEFsHj6bO67zy2qVvjEw4qvzz6iUAGuMhrvVR3ugn0PLySwgF5LvPpagjjQEjAxcZiuARtD3D+0Yp22RcyeNRf/yQz67Do6OgsQNGZcLnvqTVpdnxBNfaKM/3fQkazPNdKS21RIYAFk0g288dz3+NH8o6lP5Pdo69oTqzIaG5Xfr9VpKySwIF9Ba+nz19DqtG3lmWKsadXPOKoGn/AxcxYbbnWLlk9tuNXFzFkj0uaBNOWyhQQW5JdcXfrM0zTlZBye6IKcxYZbvS3i1CM645MAtGnNv3YmsCC/9OuSl/6PD3KtXLPuNmJLXCKV+TE6UqnITfJInW4UHas9NUrLgx4b/tuh6mNW4bhfZqPPnFvUz8wlc2n+a/77ydPhZ+8sJ3k6Ra83+Uyb1j8Vt7njds03dt+fhkwGI6CQwILO5YS3bsAYvUm4goHH0cZM/l6qMeNy+fI1fHb3Y7ju7/fwiZ0PLSSwID9WbXJ1IYHVdezip5/Ea++9nLXhFoe2TW6vx7Y6zpbNE0KUgJL6GO3uu+/m5z//Ob7vc8YZZ3DaaaeNdZO2S9i5N5aBBjRhduAyw0KMCR+Mo0yMKQEENvb58wlzGjZ6eHe0Y52VYuOdHlO+EKXKsgh0WDjJA1RasUICq0tbu2ZGqobyMqPwCdaM8mpuPerThaWBbhj0ucSwa8nW1r4vJjAfqILIEQmwTeyvH4o2FSoEbZtEliTYlFUke9zzN2Zc4qZFbTzJBfvty0//cQvn7f3PeNovJLC6fPjuoxx06GXcevSJY1Kd0A29QgKrS0O2aUyWk4mhUR64yx3scw7Nf0wYgnt/O/aJgy9aoQL6XFalhjj06VBDu4f2NSqioMwa8jJUX+ui8R7yN3e+luVVE15gYJZB7UlRIp3L9Zr/5qK0Se0Xl9FcNpmGbCv7VuzMBbscT42ZpCnooDyW5IyZJ7Mp1s7086ZgBgbvZNppsQIScYvdvpEibIEgo2m+t3v2lZqsmHp5jOZWzTOv++wzO0n1+Ydh6hAiBoFhMWWJAhM6oh5fnrwAE5h6rtW53BFQmszq4sqafqtmz2QlN847pns54ecr8svSO0L8e9uHXF1UbJ/BjKMn7VrDN3adSiKjuGLGYpptj4bMyqLXiZsmDZkM+1RWsWT2HMrtKG2uA/2MsVWRGDfOO4YqK0ZO+2StgJyvac65VEatIV8D5LfE8PACjWWqbXqNgfhhSFMuja8DIsqkJpYiYgzf/JSRbr8Q26Nkkljr16/nuuuu484778S2bU499VQOPfRQZs6cOdZN22bdSSzIVycUovSoGFhzHdz/LK4C472cQ28OcNZrgjaNUpCIGjiGpj6RKNzYtHo5ysuSRYms8jKFZaqik52hFNWxROHr5lym1xLD+kRZYcmWbZgDfl9MXDoWYrhZ3Dtf7I7ZJQfg3vU+tPlYX51NPBbFDiPsU5ViVUuauoRNNvBwQ81FL/yQ+ngNWT+HpSIkUvVFiaxEqh7DMKiOxcfk97MNi/p4TVEiqz5eg22UzClb9ENbYB0Wxb3x2aIqr3oIk6iUSZ/LqtQQhj4davSHGdyfv45udlDVUex/mQ1TE0NKZEWUKhrvAeoTCSJyIzPhGRGoO8HG+4WD16RRNYq6r0UJI5qNTprmdJpjpszh0tqPk7zpfXTzRqqroxhfm8KNH7zNo40PUp8o5+YjTicdwPeee4/GjMvNh84h+Tuj97JCI+Qdx+WdNw3mz7FZ938OazdpohWKPT9j8e7jLq2vh0QrFDstNsmVh5SnLVbe4eB0Pm6/02J99q3sRggfTKLPUFinpPB+8+IW/VfifTRtbRw9adcaLp5Sh/+T13CbHazqKNO+OpvTZ87m9jWvF14nGwR8pH4qn50xhyufX1dYhjjvsMl9xsEk2+b9Pyg+2KSJVkTZabHJd15ZQ1PO5eoj9mDGpMSgkzih1qzdnOGSJ98o/NyhvsZA/DBkTdsGLnnuLhoybdQnyrn6kJOZWV47LImskW6/ENurZJYTLl++nPnz51NRUUEikeD444/n/vvvH+tmbZdAK9AxjPy+lEKUJMP38G7qXQXGPqGcyJfq2Px8QN2ZUbLK4wevvkUIXHHwodQn8gmpO997nRNOsIuqFS46MUoiMfBJrq8lhl3LDwfzfTFxqcDH/dUWMbvsZazjp6KbHbxfvo6lA/zN8LWZ06lL2PzH/N2pj0dZtvYu6uM1fPfArzMtMYWqWAVHLryORCpfUSuRqufIhdcRi1WO2e9XGS3n2oMvoj5eA1DYE6syWj5mbRKDo3SA95uXelV5VXrwUzm0AZNPixYvgzotmi9mMFjtXiGBBaCbHdyfvw7tg6+SCFATi3PV/AWF8b5rT6yaMUrwihISgPcLB92Uv8LVTRrvFw4qUCx7+d95/NUb+M6sT5K85f2iOAx/8SZfqDsQgIZMG62Ow/eeW1dYJvafb75DzZfsoviPLzH5watvoa2AoxbYrPtjPjEF4GzS/ON/HeoOsApff3BnQFVg8/YdXtHj1j7sMOXM4r5V8/ko7z3V+Tjt99l/89N/xWgZaBytS9h8Y9ep+L8qHt/8X77O2dNnF41VFbbi3H0PLCSwID8r+3ur1zJlixirOyvKuoeK4+WDOwO+NnM6jRmXS558g1ZnKFVmvUICqOvnDvU1BtKUSxcSWJDvS5c8dxdNufRWnjk4I91+IbZXyXysu2HDBiZPnlz4ura2lldeeWXQz1+1atVINGu75HQKpVNkcQGF1iErVqwY62Zt1XhoY3+2te1z584d5pZsXanE7IE779l3FRhTo2stahYrmnD59otrWdWS5jy9M1MTCX7+kaMJNRgqIOes4dMn74bnasLQo2njm7z7ztZLHscTCX4673i0YaDCkPSHG3lpzTuD/n5fxnP8wuDbP7Fjdq++YzaRn6qimx0MNKal2HNSkp8fsxem4WEQ4aw9PsVXWIz2Qja938LLmQYSiTgLjroR04QggIb1Hax9+6VR+V36e7/jiQQ3HHhpfglMAB0ftvHSmtFp02ANta9NhJjtNzaDwZ//997tQNY84jD9FBsrpvBymjWPuOzx6eigX2PO1FmFG7xCO5odnEyO1Wv+3udz+nvt2rop/OIjH8HXEFHgbWpj5VvrBtWOkTJa4/xEiNlttd/0AwoJrC66SaN8RWumgdZMA0GuHbOPOKwxu2dld/h+4UYZYFVLmg8SDtklAVWWRYvn8f21b7OqJc25B+6C6VFINHRxNmkicVX8NarX41peD5l+lKb+X2IoBekNIWsfdWn/IL/EUPv9VGn2x8f1O+wYMTvQOPrzY/YkkVG4fcSVGcCNCw6BSAzQEDpoZRTFF8BjDZtI7+8w9eRGqNuZrJ/Dj3q0vF681NTZpNnJyidHGzMu6WyOdav7Hj+3VLP7rF4/d2uvMZQYq529eyGB1aUh04YfBsMSq9vS/qHo2caxiFkx/pVMEisMQ1SP6Yla66Kvt2afffYhGo2ORNMGb+2zRV9qrM7/z99YGUqVfEddsWJFybexP+Ot7SURs0DYOVW7dxUYg88tf6XoJFaXsGncvJoHVn6HRft/k9ufvgiAykQ931h4OzXl1UCM2to9t60x1bXb9f3xFgNbKvX2l0rMBi25vmM2k5/toqqjhCgCT7OhbRV3rP4W31h4O2WxamBS4TlTK6b0+fo1k/s8POyG9H5X7zSyjRmiUo/VLqMds2F/sWkag/57ZTeFuB2aV//QfZMWrVBgDP5iX292caqjRYksVR0lmoj1+RpDej+T5UzfadrgHjsCxkvsbatSGWe3xmnxUTWqKJGlahRhRFOZqM8nstxG6vqIw6age3lqNnDy1xY9rjWaHZcfrV7X6/pj/eZVZPwI0Yo9ihJU0QqFn93ia/JLCLd8nNcBHiHRyYq1D7pF3w+1sd39dyIa7pgdaBytS8YIXBfVR1yFYZZNd36JWZ+7DStZDUBTuqNXfNUlbPBd9J9vxz7vm9hl5bjpkGhFrle8tHhe4TmpeIxdBhkHzTm3z5/b32sMdVxr7FxC2DORVZ8oJ2KYwxKrQ23/UOzoY7gYHSWznLCuro6NGzcWvt64cSO1tVu5oS15PT8Bkj2xRGlykwrr7OIqP9bZc3ETiqvn7Zw/2ZM/eX3n4FpeWfc7liy4hhfW3Q3kE1hnHHYdyejYLb8SE4uXAOvsecUxu+QAvAc+RFVHsb46G0+Z6FQHy99fJvEpRo3bV2yePQ83sZUn9qBSPnt+NppPXJG/kdrzs1FUaghLmsos7H+ZjarO31gW9sQqG/0Kh2LHpMsgckEUVZOPU1WjiFwQJQgbWHLAd6hM1POXt36Kf1ZdURyaX5vFbxrzs0rrE+VMSya5+og9iq41djI1Vx+8S9Gxfz+kjqf+8VOWv7+M2Z+LFPePz0RpfNkrfL3TYpMW02W3U6yix836ZJRIAiKT4N7GDcz+rF30/cCK9Nl/veRo/EVFl62No6osgvXV4vHN+sosNry+jN0WXUsk0X2+r4hF+eFhM4pi6YcLdqds+WNYZ34FkvnN4q2EYu9Ti8fdnRab/GLNe4X9oCqjgx8/K6NWr7ge6msMpCaW4upDTqY+kd9moGtPrJrY4IuIDGSk2y/E9lJal0aJmfXr1/P5z3+eO+64g3g8zqmnnsp3v/td9ttvvwGf5zgOq1atKolPrhb8oXgmViTyAq6eTILN5LCZZbzH7Sf/2xi1bnDGc3Z8vLS9lGK2S87JYXdoCEIwDdyEwgxclK/ZbFi4KAwjxCaNIiRhluPoLH7oETFtktFKDDX2OfHxEgP9KdX2l2TM5nJYGVCdMRsaBsoPwTDwLANNgGtsRhkGqVhVScTnlkr1/R6MUm/7WMZsLpfDztBjPIVYLDa01/BddDoCIWDkE1uxiD2k1xhKdcJSfz97Gk9tHYpSHGe3Juf5qHYw/PwMLF0GlrOZUAdkjZAAjW3EiOWiqECjTYUus9ns53pUfs1niApV0AxFReiCH7ApYuPliw9ik8YPHUzDJGFMQucihJhopcAMITDQWhMakLN8Qq2xFcQDi9BXKAUYmlBpcqaPDkMmGRAGMcIgv1G9lVA4noPVQaH/ekmIRYfWfyeKkYzZrY2joR+i233wQzAVQTSDIiSSqERtcb73fZ9NOQdPg6WgQgf5NTLJFKrHJug61HgZTejn4yET8cltR2W+oVT325ZxbbxWJ9xRx3AxukpmOeGUKVO48MILOf300/E8j1NOOWWrCaxS0ncuMH9MARqFIxtDihIVi8Yg2n1iyV8m5P+3uuiR3R9H2shHk2LsxGIxiHXHbM/LtvwC7ghxxvtsXjEebRmb23L7G4vYUNHzyNASWEA+YTXJllngYsTErAhUbXFTalVjAkXzNbaoA1Ad6T1bpDrWM8bz/y6+/tjiRYq+LL5xTzFwKc/EALc/W14PST3ksbG1cdSIGFDZHTMm/SfRIpEINamt3/IqQ2GnukdMexvG3aI2KrVFXA+viGFQlxi5gi8j3X4htkfJJLEAFi1axKJFi8a6GcNGb3HpuJFMP48cnD++vZqjp+5ORWd1tn9s2siFy//C7487lUm2fEokhBBCCCGEEEKIHVfpra/YgTidM7EC8pu7b8+6zVdbP+TKlx/jgqfvKhxbs7mZZidD2nMHeKYQQgghhBBCCCHE+CdJrGHSM0E1a7PJsR/aVOVsjvugkoRjARaZcB5PNq7jkLtuZLObG9LrN2ZaAWjKdT8vG+Q3sUxEZJM9IYQQQgghhBBC7NhKajnheNWUS/PQ+68BcML7CS5cHe9cQ78QgPbIrnzvwPd5vmYjv1z9DABvtH7IAVV1aBRhGOK6mra0x6a0TzanCAwLjUnENEnFDN5qcoj75bR1BGQcTdSCl5o+BCAuSSwhhBBCCCGEEELs4MZ9EqtrQ3XXdXsd/8XjL3HoXydjemHnwa7vKpQuPLDzCGgdISTSuRG7gdIGSmt20u9i4XY9EwBTd/1bYwGf0HASPop2sBUao/ADywj44UoFVHcer4UH1+HyNvmdszQRpaki/x+d/ynVPb9rV+A0KvPN/et9OBh8C8W3mIn/0N9Io0Abnftw5f/TnRPtuo/lhT3mjWmAop+jab7l8Z5/ye5/9bE7rO78SWy5WFJBljgt9k6gVOHH68L/a56Y8yGv7toMKD4+bVdOmLZ77x8wRI7jbPNzbdtGDUPVja3pL2ZLxfb8DUvBRGq/xGzeeH7PJ1rbJ1rMjqf3V9rat4kWs9tqPMXPYI3X32lHi9nx+j4M1UT5PaH37zpaMSt2HEr3XVZv3Ghvb+eNN97o83uGYTBp0iSSyf6rqBmGgWl21h7R+QoWhplP/kQikcJxZSiUUmite3UyrfP/o7RCB0AmRIddVQk78zemgphCK9DofGJHa3SoCQMNIYRh5/c0BEHn26K6n6/obIcB+Qqqnf8uPEjlS3F3trfQ+C31bFynMAy7WlpIeWnVo+piX4/vSkgBYRjg+0H3Yzvlcjl8v/+qjNlstvDvdDrd7+NGw2iVtR4oZoUYColZMd5IzIrxRmJWjDcSs2K8Ga2YFTuOcZ/ECsOQjo4OLMuSDK7YLqP1KYDErBguErNivJGYFeONxKwYbyRmxXgjM7HEUI37JJYQQgghhBBCCCGE2PFJdUIhhBBCCCGEEEIIUfIkiSWEEEIIIYQQQgghSp4ksYQQQgghhBBCCCFEyZMklhBCCCGEEEIIIYQoeZLEEkIIIYQQQgghhBAlT5JYQgghhBBCCCGEEKLkSRJLCCGEEEIIIYQQQpQ8SWIJIYQQQgghhBBCiJInSSwhhBBCCCGEEEIIUfIkiSWEEEIIIYQQQgghSp4ksYQQQgghhBBCCCFEyZMklhBCCCGEEEIIIYQoeZLEEkIIIYQQQgghhBAlT5JYQgghhBBCCCGEEKLkSRJLCCGEEEIIIYQQQpQ8SWIJIYQQQgghhBBCiJInSSwhhBBCCCGEEEIIUfIkiSWEEEIIIYQQQgghSp4ksYQQQgghhBBCCCFEyRv3SSytNY7joLUe66YIMSgSs2K8kZgV443ErBhvJGbFeCMxK4QYK+M+ieW6LqtWrcJ13bFuCgCrV68e6yZsl/Hc/vHS9lKL2Z7Gy9+wP9L+kSExOzKk7SOnFGK21P9GPUlbx14pxOy22hHfkx3xdxpuoxGzE+V9mCi/J0ys31WMnHGfxCo1uVxurJuwXcZz+8dz20vFeP8bSvsnnvH8N5O279jG099I2iq2x474nuyIv9N4NFHeh4nye8LE+l3FyJEklhBCCCGEEEIIIYQoeZLEEkIIIYQQQgghhBAlT5JYQgghhBBCCCGEEKLkSRJLCCGEEEIIIYQQQpQ8SWIJIfr1eOOrvNj01lg3QwghhBBCCCGEIDLWDRClJZGI42SaCQMXw7Sx45UoJbnOieqX/3iIKfEKDqrZfaybIsSI0DrEzbbKmCdEP6SPiFIi8TixyfsvhABJYoketA6ZUgXL/3QG2XQD8VQ9cz92LWVVM+UEMUHpsW6AECNI65D2ljWseHCpjHlC9EH6iCglEo8Tm7z/Qogu0uNFgZttZeUjl5BNNwCQTTew4sGluNnWMW6ZEEIMPzfbWrgYBhnzhNiS9BFRSiQeJzZ5/4UQXWQmVokohemxYeAWTgxdsukGwsAd1XYIIcRQbOv4KWOeGAld8Thj1xqcTPO4Xu4ifUSUkjBwiSaq2WvBN7Gi5XhOG2+t/LXE4w6or3FUxiMhRBdJYpWAUpkea5g28VR90QkinqrHMO1Ra4MQQgxFIhHf5vFTxjwx3ErlfD5cpI+IUmJEYsw++FxeeeyKQv/a76grMCKxsW6aGEb9jaPRxGQZj4QQgCwnLAmlMj3Wjley/8KriafqAQonDTteOartEEKIwaqtSW7z+GnHK5n7sWtlzBPDplTO58NF+ogoJVoHhQQW5PvXK49dgdbBGLdMDKf+xlGtAxmPhBCAzMQqCaUyPVYpg/UtcNgnb5OqH0KIccE02ObxUymDsqqZMuaJYVMq5/PhIn1ElBIdeH32Lx14Y9QiMRL6G0d14Ml4JIQAJIlVEkppun4mkyWaqB71nyuEENsiCNmu8VMpQ8Y8MWxK6Xw+XKSPiFKxI/Yv0dtA77OMR0IIkOWEJUGm6wshxLbZ0NQh46coGXI+F2LkSP+aGOR9FkJsjczEKgEyXV+Uguc3rmF5x1vMZe5YN0WIQctkspRVHSjjpygJPc/n2WyaeDwl8SjEMJHr5YlBxlEhxNbIaFAiuqbHxsvqiSaqZaAWo+5flt/EstYXxroZQgyZjJ+ilHTF49p1TRKPQgwzGe8nBhlHhRADkRFBCCGEEEIIIYQQQpQ8SWIJIYQQQgghhBBCiJInSSwhhBBCCCGEEEIIUfIkiSWE6J/WY90CIYQQQgghhBACkCSWEGIr1Fg3QAghhBBCCCGEQJJYQgghhBBCCCGEEGIckCSWEEIIIYQQQgghhCh5ksQSQgghhBBCCCGEECVPklhCCCGEEEIIIYQQouRJEksIIYQQQgghhBBClDxJYgkhhBBCCCGEEEKIkidJLCGEEEIIIYQQQghR8iSJJYQQQgghhBBCCCFKniSxhBBCCCGEEEIIIUTJkySWEEIIIYQQQgghhCh5ksQSQgghhBBCCCGEECVPklhCCCGEEEIIIYQQouRJEksI0S891g0QQgghhBBCCCE6SRJLCDEgNdYNEEIIISgOjAMAACAASURBVIQQQgghkCSWEEIIIYQQQgghhBgHJIklhBBCCCGEEEIIIUqeJLGEEEIIIYQQQgghRMmTJJYQQgghhBBCCCGEKHkjmsT62c9+xoknnsiJJ57I1VdfDcDy5ctZtGgRH/vYx7juuusKj33ttddYvHgxxx9/PN/61rfwfX8kmyaEEEIIIYQQQgghxpERS2ItX76cJ598krvuuos//vGPrF69mnvuuYfLL7+cG2+8kXvvvZdVq1bx2GOPAXDxxRfz7W9/mwceeACtNX/4wx9GqmnjmtYhTqaZbHsDTqYZrcOxbpIQQpQEGR9FKeiKwxm71kgcCjECZKzf8ck4KoQYSGSkXnjy5Mlceuml2LYNwIwZM1i3bh277LIL06dPB2DRokXcf//9zJw5k1wuxwEHHADA4sWLuf766/nnf/7nkWpeydBak8loggBMExIJhVKqn8eGtLesYcWDS8mmG4in6pn7sWspq5qJUrIyVAgxcQ1mfBzKeCvEthiu87TEqhB9G0ofk340PvX1Hh98wo0oa5q8l0IIYARnYs2aNauQlFq3bh333XcfSikmT55ceExtbS3r169nw4YNRccnT57M+vXrR6ppJUNrTVNzyP/ckePW27P8zx05mppDtNZ9Pt7NthYGdIBsuoEVDy7FzbaOZrOFEKLkbG18HOp4K8S2GI7ztMSqEP0bbB+TfjR+bfke2/Ea2jrK5L0UQhQMeibWe++9x/Tp03n00UdZvXo1p59+OmVlZVt93ptvvslXv/pVLrnkEkzTZN26dYXvaa1RShGGYVE2vev4UKxatWpIjx9JK1asGNTjpk/fg3vuM2lrzw/Cbe2au//i8IkTAt57741ej5+xa01hQO+STTeQzaZZ9dq67W53l8G2vxRta9vnzp07zC3ZulKK2Z5eeuklwjA/bTubzZAOrXEVE/+fvTuPj6q6/z/+unf2STJkkoBExAVQEVmEIKss7gJFFLTaVoWv1upX3LCIQv25YRWRr4jaWrXYolYtLpUioLhSBREBq4KIogIuk0iSgSyzzz2/P4YMDJkkE8gyk3yej0cfNpNZTrjnvs+Zc+85J5PKmkyq5Zc6u8+GDRsazMfG5m1LyeT62tiyt4c62xTtdGvV1Uyqiy1V1vZQZ5tKSx2TVM+xpjiPMumcqNEW6uyBx/iofjfy+lu2tGu/m1om1reDtf/f2hp1VmS+lAaxbr/9dgAmT57MbbfdxogRI5g1axaPPPJIva/bsGED119/PbNmzWLcuHGsW7eOXbt2xX+/a9cuOnXqROfOnRMeLy0tpVOnTo36Q3r37o3NZmvUa5rDhg0bUj4ZKyoMKir9iY9VKuyOrKTvEfSV4cguTAh2R3YhDkc2RUVHHVrB92pM+dNNppU9Xeps3A+xdej69+8ff8jx7vtkO7Mz5t810+rAgdK9/GlXZ9n3b9ZQPjY2b1tCuh/v+mRK2Vu6zjZFO90adTVTjidkVlkPRjrmbENa8pikeo4d6nnU1utZU2rqOnvgMbbYCuIDWDVau/1uau2pvrWnv1U0n5SmE27atIk777yTN998k/PPP5/77ruPH3/8sd7XeDwepk6dyrx58xg3bhwA/fr147vvvmPHjh1Eo1Fee+01Ro4cSZcuXbDZbPFR2SVLljBy5MhD/NPSn8kErpzEO85cORqmOo6K1eGm6KwHcWQXAsTXAbA63M1dVCGESGsN5WNj81aIg9EU7bTUVSHqluo5JudR5jrwGBuRCjmWQogEKd2JpZRC13VWr17N1VdfDUAgEKj3NQsXLiQYDDJnzpz4YxdffDFz5szhuuuuIxgMMmrUKM455xwA5s2bx2233UZVVRUnnngil1122cH+TRnD6dQYP87G0mVBKioVrpzYz05n8qmUmqaTk9eDYRMWYURD6CYrVodbFnUXQrR7DeVjY/NWiIOxfz30+6twOLIb3U5LXRWibqn2heU8yly1ctSZK8dSCJEgpUGsI488kt/+9rf88MMPDBo0iN///vccf/zx9b7mtttu47bbbkv6u3//+9+1HuvZsycvvfRSKsVpMzRNoyBf56IL7EQNMOkN77ahaTo2Z34LllK0ZwpZNFNkjvry8WDyVoiDUVMPN23ZflBT/aWuClG/VPrCch5ltgNztMCu5FgKIeJSGsS67777ePPNNykqKsJisTBw4EDOO++85i5bu6BpGllZEsIife32Z/Hslz9xSc/DW7soQhwSyVuRKaSuCnHo5DxqO+RYCiH2l9L97ZWVlXzyySccccQRfPvtt7z//vtUVVU1d9mEEGmg1JfDC18Vt3YxhBBCCCGEEEK0cykNYt1yyy1069YNgC5dujBo0CBmzZrVrAUTQqQPufYlhBBCCCGEEKK1pTSI5fV64wut22w2pkyZwq5du5q1YEIIIYQQQgghhBBC1EhpECsajVJSUhL/ubS0FKVkwed0o5RB0FeGv9JD0FeGUkZrF0kIIZpFTd51P7pA8k6kFambQmQuOX/TgxwHIUR9UlrYfcqUKZx33nmMGDECTdNYs2YNM2bMaO6yiUZQyqCyfBsbVt6Ev8qDI7uQorMeJCevR6O29hZCiHQneSfSldRNITKXnL/pQY6DEKIhKSXBBRdcwN/+9jd69epF7969WbhwIePHj2/usolGCPm98bAH8Fd52LDyJkJ+byuXTAghmpbknUhXUjeFyFxy/qYHOQ5CiIbUeyfWN998Q/fu3dm8eTMAJ598MgDhcJjNmzdz4oknNn8JBQCGMvAGKwgZYay6BbfNhb7f1QgjGoqHfQ1/lQcjGmrpogohRLNqC3lnKIOCozvj8e1KmukiMxnREBZnPl2Hz0C35WIEd1P8ycKMqptCZIKG+sUH9Z5toG1pCyRHhRANqXcQa+7cuTz++ONcd911tX6naRpvv/12sxVM7GMog20V33PTx/Pw+EspdBTw4MnT6eHqGm+wdZMVR3ZhQuPryC5EN1lbq9hCCNEsMj3v4pn+Sd2ZLjKTZrbjHjqdGz97In5s7x86Hc1sb+2iCdFmpNIvPhiZ3ra0FZKjQoiG1Jv0jz/+OADvvPNOrf/JAFbL8QYr4g01gMdfyk0fz8MbrIg/x+pwU3TWgziyCwHi88etDnerlFm0MVprF0CIfTI971LJdJGZqjSNW/Z+8YLYsb3lsyeo0iREhWgqzZWhmd62tBWSo0KIhqS0sHtpaSkvvPACu3fvTnj8tttua5ZCiUQhIxwP8hoefykhIxL/WdN0cvJ6MGzCIoxoCN1kxepwywKIomnIZqQijeyfd35/FQ5HdkblXSqZLjJTuI5jG5ZjK0STaa4MzfS2pa2QHBVCNCSlQazp06fjcDjo1asXmoyC18vhdFIW8BEyolh1E26bA/0Q/82suoVCR0FCoBc6CrDqiYdP03RszvxD+iwhhMgENXn3zY6fOeyYjoT81U2Wuc0t1UwXmceqWxh12EDGdz0dl8VFRbiCpd+/LcdWiCZUX4YaSuEN+g+6H17Ttmzasp2ioqOao/iiAZKjQoiGpJQGJSUlrFixornLkvEMpdA6ubl81ct4fJUUOnOYN2QM3V35dTagShmE/N56755y21w8ePL0WnP/3TZXS/xZQgiRlgyl0DvlNSpz04FketvVwZrD7467lFs+eiNeJ+8ffCkdrDmtXTQh2oy6MrSDNYdvKsqYvnZFQpvQ1WpGRfwySyFDSI4KIRqS0iDW4Ycfjs/nw+l0Nnd5Mpo36OfW9W/i8VUC4PFVMn3tCp4aNYl8e+1/O6UMKsu3xbeRrZl7n5PXI6GB1TWdHq6uLDplNiEjglU3y05WDVCGgqoAKhJFM5sg246mp++XWiFE43mDPm5ZvzJJ5k4k357VyqWrW02m/6n/rVgdthbPdMnH5rMnFIh/8YJYnbzlozfSvk62F1L32wZd0+mefQSvDLwXLapQJg1TtpPdoWB8AAv2tQnzT+zFlyt+V2c/W6SXA3O0wOpEVQQg6kNZzHLeCiFSG8Tq1KkT5513HoMGDcJu37czhKyJlShkROOBW8PjqyRkRJM/3++ND2BBbBvfDStvYtiERbWmBeqaTr49t3kK3sYoQ6E8XkJPvoMqr0bLy8J65WlQ6JZGr5GUrIUl0lgwEk6euZH0XzdD13RKtxdTVFTUop8r+di8MrlOtnVS99sOZSi04j0Y+x1L85Wnody2pOcflmyg/n62SB/752if3MOYe/RQsp5aQ7i8moict0IIGtidsEaXLl0499xz6dy5M7m5ufH/iURW3UShM/FW10JnDlbdlPT5RjSUsI0vxBpYIxpqtjK2C1WBeCcVQJVXE3ryHagKtHLBhBBNyaKRNHPNmoy+1knysVlJnUxjUvfbjjqOpSukkp5/RsAb/1n62elv/xy9/pgBZC1aI+etECJBSndiXXvttc1djjbBbXMwZ+CZ8SmFNXPx3TZH0ufrJiuO7MKEgSxHdiG6ydpSRW6TVCQab+zij5VXx6YPtFKZMslPVQFW/ejlV8cXtnZRhKhXjg739R/OzE9WxzP3vv7DyZFZInWSfGxeUifTl9T9tqOuY2k2YN6QMQlrYt3XfzjFH94Vf570s9Pf/jlaYLbLeSuEqKXeQaxf/epXPP/88/Tv3z/proQbN25stoJlIl3TUD97eWrUpJR2RbE63BSd9WCtNbGsDncLl7xt0cwmtLyshEZPy8uKrX8hGnTjf7byfVWAs48qiD+Wxmtki3bMZndxuK+c+Sf2ik0XCVfR0WrCZpcF0usi+di8bHYXXYN7pE6mIan7bUd9x7J7Tv5+/XAda6CUEl8ZgPSzM8T+OZrnsMl5K4Sopd5BrAULFgDw2muvtUhh2gK/z5d0EfdkNE0nJ68HwyYsqnd3QtFI2XasV55We92LbHvDrxVUhRPXbimpygXCrVMYIeqhaTqenwN0O+rovRlaIBnaEMnHZqVpOtkdumK1ZuP3V+HIkTqZNqTutx31HEtd0xL64crmkH52htk/R0OhIM7fnkr4r+/KeSuEiKt3EOu///1vvS/u0qVLkxamPdI0PaXFJZVS+HyKaBRMJnA6taR3xwliCz0WurHdNE52IBKiDVNKkZ/flWAkC5MJ7A7JxYZIPrYEjYhyE1FZRJQVq0x6SQtS99NbY/q5jTmWqfazRbqJ5WgwEsLstmC7aSxEDDlvhRBAA4NYzzzzTJ2/0zSNs846q8kLJGpTSlFaZrB0WZCKSoUrR2P8OBsF+bp8YauDpmvgcshXByHaqJpcfG2FiYpKv+RiI0g+Np/a7XVA6mUakbqfng6mnyvHsu2qXR8MyVEhRIKUB7G+//57unbtSlVVFTt37qRXr17NXjgR4/OpeJADVFTGfr7oAjtZWRLmQoj2R3JRpCOpl0I0npw3Yn9SH4QQDUlpUvizzz7LNddcA4DX6+W6667jxRdfbNaCiX2iUeJBXqOiUhE1WqlAQgjRyiQXRTqSeilE48l5I/Yn9UEI0ZCUBrFeeOEFnn/+eQC6du3Kq6++ytNPP92sBWuLlDII+srwV3oI+spQKrU0NpnAlZN45cGVo2GSdSmFEO2U5KJIR1IvhWi8pjhvDraPLdKP5KgQoiEpxUE0GiU7Ozv+c05OjsxJbiSlDCrLt7FmyWTefeEXrFkymcrybSk1sk5nbG2AmkCvWSvA6ZRjIJpPxIi2dhGESEopAxX+gXPOCEouirTicCh+McacUC9/McaMw6EaeKUQ7deh9nMPpY8t0o/kqBCiIfWuiVWjW7duzJs3j4suugiAV155haOPPro5y9XmhPxeNqy8CX+VBwB/lYcNK29i2IRFDe6aomkaBfk6F11gJ2qASZfdCUXzm/DWXI7MzmntYghRS8jv5eMV12B1FHDWyBux2AowIhW4srqgaR1au3iiHQsHdrPzk/s4a+QlWGwFhIOl7PzkWTqMmCk7pAlRh0Pt5x5KH1ukH8lRIURDUhrEuuuuu7jrrrs477zzMJvNDBs2jDvvvLOZi9a2GNFQvHGt4a/yYERDKb1e0zRZzFC0qLARae0iCJFUTZ76qzx89tYV8cdPvfg1QAaxROsxoiF+3vkuP+9894DHf99KJRIiMxxKP/dQ+9givUiOCiEaktIgVkFBAY888kjS382ZM4dbb721SQvVFukmK47swoRG1pFdiG6ytmKphBAi80ieinQldVOIlifnXdsix1MI0ZCUBrHq89FHHzVFOdoMh9NJWcBHyIhi1U24bQ50TcPqcFN01oPx250d2YUUnfUgVoe7yT5bKYXPp4hGY4siypRDcagUsv6ASD8H5mmnI0/luCF3E4zYiVQb8ewzlMIb9NfKYyGai9XhZtC4JwlGs0GzggphM1U1aVsvhOCAfLczcMyfWL9iKlZHAd0GzMDh6k5EWbAqJX3hDCM5KoRoyCEPYiklX3JrGEqhdXJz+aqX8fgqKXTmMG/IGLq78tE1nZy8HgybsAgjGkI3WbE63Gha02y1oZSitMxg6bIgFZUqvihmQb4ujbcQok3R9svTYChEMNyRl14NUVHpj2dfXp7Gt5XlTF+7IkkeSyaK5mEoqAx2ZPnyEBWVEVw5JsaO7Yg9G0xS7YRoEoZSfFNRVivfh57/PBWVdl5bHt57/kWlL5yBJEeFEA055BEUaRT28Qb93Lr+TTy+SgA8vkqmr12BN+gHYl+8bM58HDmF2Jz5TTaABeDzqfgAFkBFZexnn08GGYUQbU9NngZC2SxdHqqVfVU+I/4FB2rnsRDNocpn7P3ita8+Ll8eosonu6QJ0VS8QX/SfA9GHHsHsKQvnMkkR4UQDWm6URRByIjGG9QaHl8lISPa7J8djRIP+xoVlYqo5L0Qog3TdUvS7DOitFoei/bLqKMtlmonRNOpq79d1/knfeHMIjkqhGiIDGI1IatuotCZk/BYoTMHq66jKqpQ3j2x/xpNf0XIZAJXTuJdca4cDZMcYSFEG2YY4aTZp5uoI49NLVm8JqEM1extiGgaeh1tcQZWuzipfyLd1NXfruv8MylD6m0GqTNHdSXHUQgBNMEglqyJtY/b5mDOwDPjDWvNHP0OFUFCC54lOPtxQgueRRXvavIQdjpj68DUhH7NujBOp0z3FEK0XWVlPybNvmynzrwhY2rlsdvmaM3iNpoyFKp4V7O3IaJpZDt1xo61JtTHsWOtZDsz84qS1D+Rjtw2R9J8z3bqtduDUQbml/4t9TaDJM3RMRZs734gx1EIAaS4sPvkyZNZtGhR0t/NnDmzSQuUyXRNQ/3s5alRk+K7YeVGFJHHn0F5KwBQ3grCC1/BesMl4MpO+j5KGYT83kYtAK9pGgX5OhddYCdqgEmX3QmFEG2fz1dNfh78cqKZqKFh0hXOLNB1ne6u/IQ8zsjdCauqCS98pVFtiGg9Jl2nIM9g4kQLytDQdEW2M/Z4RpL6J5rZwfR5dU2rM98L8hUXnW8lsqcavbISy5J3UTs8hH/8WepthqiVoxjY130M731M+NOtchyFEKkNYlVWVuLz+XA6nbV+N3jw4CYvVCbz+3zk2/f9Oynvnnjnb99jFdQ1QV8pg8rybfGt4x3ZhRSd9SA5eT1SGsjKysqwL2hCCHEInE4HVd5vkmamrukJeZyRotFGtSGidSll4Nv9LZ8cRBuelqT+iWZ0KH1eXdOS5rumaTij1QTnP574WVJvM0ayHB0w/I/YvihE7fDIcRRCpDad0OFwcOqpp3LZZZdx9dVXx/8nUmAyobldCQ9pbhd1LVYV8nvjjTmAv8rDhpU3EfJ7m72oQgiRaToVZLXtzGxkGyJaV5trw6X+iWbUbOeL1NuMlqxebFz9B9SZ/eQ4CiGAFO/EuuCCC5q7HG1XdhaWKybGb8fX3C4sV0yE7KykTzeioXho1/BXeTCioZYorRBCZBSTTtvOzEa2IaJ1tbk2XOqfaEbNdr5Ivc1oddUL5bLLcRRCACkOYp1//vkUFxezdetWTjnlFEpKSjj88MObu2wZz1AKb8hPqIMD602/ITeioWvEwldTBH3ltdYA0E1WHNmFCeHtyC5EN1lb7w8RQoh0pVkYePYCTBYH4WAFJTveJ6f7OLyaA1/Al5nrYO1H0zXo3DG2BkjNgofZWbHHRdrRTVaO6n0Z+b1+SVSzYFJhyr5YnLFtuNQ/0ZwOpc9b31paqdRbQym8QX9mr5nYRtWZox1y0bI6Sv4IIVIbxFq1ahV33HEHuq7zwgsvMG7cOB544AHOOOOMel9XVVXFxRdfzF/+8heOOOII1qxZw3333UcwGGTMmDFMmzYNgC1btvCHP/yB6upqBg4cyF133YXZnFLR0pahFN9UlDF97Qo8vsr4zindc/LRUHWuAWB1uCk668Fav7M63K39JwkhRFpRykBF9rB59Rz8VR46HjUa18k3M23dm3h8H+3LXVd+Rn850XRNFrHNECZbByw9L+aqtSvjbf8Dgy7GZOvQ2kU7aFL/RHM52D5vKmtp1Vdv6+yjZ3hb0VbUlaNmZ54MYAkhgBTXxHr00UdZvHgxLpeLTp068dxzz/Hwww/X+5pPP/2UX/3qV2zfvh2AQCDArFmz+POf/8zy5cvZtGkTq1atAuDmm2/m9ttv54033kApxeLFiw/tr0oD3qA/3jgCeHyVTF+7InbVp541ADRNJyevB8MmLOLUi19j2IRFmbsgrBBCNKOQ38t/3745nqXu4y9kxro3k+auEC3BG6zm5nUrE+rgzetW4g1Wt3LJhEg/B9vnPdS1tOrro4vWJzkqhGhISiMj0WiUTp06xX8+4YQT0Bq4UrF48WLuuOOO+Os+++wzjjrqKLp27YrZbGb8+PG8/vrr/PjjjwQCAU466SQAJk6cyOuvv36wf0/aCBnRePjW8PgqCRnRBtcA0DQdmzMfR04hNme+DGAJIUQSB2apbnfXmbtCtISwoZLWwbChWqlEQqS3g+nzHupaWvX10UXrkxwVbcFHH33EwIEDmTBhAhMmTGD8+PE899xzB/1+zz//PMuXL2/CEma2lObsORwOfvrpp/jA1fr167HZbPW+5o9//GPCzz///DMdO3aM/9ypUydKSkpqPd6xY0dKSkpS/gPSlVU3UejMSQjhQmcOVt2Ejqx7JTKFdBhE+jpwPRUj4K0zd4VoCRZdS1oHLTIFRogmc6jrx9bXRxetT3JUtBXDhg2Lz14LBoP84he/4LTTTqNz586Nfq9f/epXTV28jJbSINbvf/97Lr/8cnbt2sVFF13E9u3beeSRRxr1QYZhJNy9pZRC07Q6H2+sTZs2Nfo1zWXDhg04nE7mDDyTW9e/GZ/PPWfgmZR8t4OfUZx0+gPxaTCO7EJOOv0Bvt1Rgs+3vbWLz4YNG1q7CAftYMteVFTUxCVpWDrV2f1N/szK+O0duOj0bPzWQPzx//73v0Sj6X+VMpPrL6Refqmz4HQ6ErLUu/VF5g6awYx1K2vl7nafr7WLm1Qm19fGlr091Fl3npu5g85KqINzB51FZUkZO8u3tWhZGiuT6mJLlbU91Nmm0pTHxOl00KkgC5MeW5f959JqfD5/wu/7nTaXT9+ZEe9H9zttbsr96Pr66Pu3FZl0TtRoC3U2k3P0UGRifTtY+/+trVFnW4PNZuOEE07g17/+Nd27d2fnzp08/fTTrFixghdffBFd17n88ssZN24cZ555JitXrsRms7F06VK++OILnE4nbrebY489lr/97W+Ew2G+//57fv3rXzNlyhTKysqYMWMGP//8M3l5eSxYsICsrCxmz57Npk2b0HWdmTNntpl/75QGsQYMGMDixYv55JNPMAyDfv36kZeX16gP6ty5M7t27Yr/vGvXLjp16lTr8dLS0oSpi6nq3bt3g3eHtYQNGzbEK4ehFE+NmpS480l+Z5QyqN6zkxOH34rJ4iAa9mOxOujZ88g6b6NWhoKqECoSRTObINvaLIsb7l/+TJNpZU+XOhv3Q2wtuvHbHQBM/K4nK4Z+DVWxX9dM+U1nmVYHDpTu5U+3OquUQfXuHxl+xt/QlQVDCxM1K54aNZGQYSTkbjpK9+Ndn0wpe0vXWaUMfJXFPD7kTKK6GZMRIUeL4jz6aLod0y3192mhNr9GphxPyKyyHox0y9lUHOox2b++Y9bxR0tY9/rUAxZt75/QR1bKYNiERQm7E+YdlvryG3X10Zvqb2pPmrrONjZHWzovm0N7qm/t6W/dX3FxMV988QU9evSgR48ePPnkk2zevJmlS5fy8ssvE4lEuPDCCxk4cCBDhw5lzZo1nHrqqaxcuZLf/va3/Oc//4m/16ZNm3j99dcJhUKMGTOGSy+9lAULFjBq1Cguu+wynn76aV555RVsNhvHHHMMd999N8XFxVx++eVtZkpiSoNYv/zlL7nooosYO3YsDofjoD6oX79+fPfdd+zYsYMjjjiC1157jUmTJtGlSxdsNlu8Qi9ZsoSRI0ce1GekG13TyLc7az0e8nv5eMW1tW6DHjZhETZnfq3nK0Ohfqok9Ph6VLkfLc+B9aqBcHhOxoW0yBwmJXVLpLeQvwJzORh//5zo3mzUphxLdqEVmzO3tYsn2qGQ38u6Zb9LuX1PRtp80Z4kq++mKcdicxTgr/LEF20/8ByqWUvrYNXVRxetrzE5Knkp0tmaNWuYMGECmqbhcDiYNWsWK1eupHfv3gBs3LiRM888E7vdDsDIkSPZuHEjY8aMYeXKlQwZMoRt27bRt2/fhEGs3r17k50d233V6XQSDAbZuHEj1157LQCXXXYZANdddx1fffUVr776KgBVVVWUl5c3+makdJTSJYtrr72WDz74gNNPP53bb7+dzz//vNEfZLPZmDNnDtdddx1jx46lW7dunHPOOQDMmzeP++67j3POOQefzxf/h2+rGr0gZVUoHs4AqtxP6PH1UJXaApZCCNEWmYMm+PvXCdnI37+OPS5EKzjUBacBafNF+5KkvvP3r+l54jXxpzT6HBIZrVE5KnkpjPJS4AAAIABJREFU0tiwYcNYsmQJr776Ks8//zynnXYaQPymoAOXaVFKEY1GGTZsGBs2bOC9995j9OjRtZZaslr3rf+naRpKKUwmU/x5fr8fj8dDNBrlnnvuYcmSJSxZsoQXX3wRt9vdnH9yi0npTqyRI0cycuRIKioqWLp0KbfffjtKqfioXn3eeeed+P8fOnQo//73v2s9p2fPnrz00kuNKHZma+yClCoSjYdz/LFyf+y22WYtqWjPlCzqLtKcFtWSZqNmSDKK1nGoC06DtPmifamrvtusR8Z/ls2P2pfG5KjkpchkRUVF3HHHHUyZMoVIJMKqVau46KKLsFgs9O/fn8cee4zZs2en9F79+/dn5cqV/OY3v+Gll16iuLiYAQMG8NJLL3HyySfz5Zdfcs011/DWW28d1Prj6SblyeORSIS1a9fywQcfUFZWxpAhQ5qzXG2a1eGm6KwHcWQXAsTn+1sdyUdGNbMJLS9xGqeW54jN+24iylAYuw1O7NwLY7cRm18u2jWpASLtWc1JsxFLStdn4mryzyg1JP/EIWls+55MS7T5QqSLuup7OBpbkDPVc0hyvO3YP0dzO/Zh2KnPMOK0l7GE3LWOq+SlyGR9+vRh3LhxXHDBBVx44YVMnjyZ7t27AzB27FgqKyvp27dvSu91/fXXs2rVKiZMmMCqVau46qqruOSSS9A0jV/84hfcfPPNzJ07F11Pfe3AdJZST/+ee+5h2bJl9OzZkwsvvJAFCxYk3MYmGkfTdHLyetRakLJmwUqlDHwBL1EjhEm34sjKxXrVwNrzvbOb5hgoQ2H8YBB8MIAqVQQK/NhusqMfoct88nZMadIBFGkuy4L5dwOIPLExIRu17NQXmD0w/7QCTfJPHDRN08l2d2PguX8lGg1jMlnIchTUuWlLMsppwXLlQMJP7mvzLVcORDktcmeBaHuyrUn7uFqewakXv1arj5yM5HjbUpOjg85dhK3URWh+iGBpGK0gUvu41lF/muo7khAHa/DgwQwePLjW43PmzEn4+YorruCKK66o9bwRI0bw7rvvxn++7rrrEt67Rs2st6ysLJ544okGP6+tSGkQKysri8WLF9O1a9fmLk+7UdeClEoZ7NqzjVffn0ZFtQdXViHnjZhPQWF3bDcPb5adN1SFijf8AKo09rP9TgdarjT+7ZUMYYl0ppRBaeU3rNn+F07+n4vJtnbD4cyFDlmNykbJP9GUlDIorfi2VhvesUOP1AeyqiD8khnzeUPQshWqSiP8ElgvB2S/AtHGaLoGh+fU6uPadI1UK7zkeNtSk6OGN4K2wF7vca2r/sjgpRBtW0o9qmnTprF582bmz5+P3+/ntddea+5ytVu+gDfe+QWoqPbw6vvT8Id2o7ls6HlONJetacM5QryBqKFKFUSa7iNE5jHkTiyRxmqyctuP7/H8uqt58oOJ/H31b/CHdjfujST/RBOqqw33Bbypv0kEohsNgvMNArMVwfkG0Y2G1EnRZmm6dkh9XBU2kua4ChtNWUzRQmpy1Ka7UmqfD7X+CCEyT0p3Yj3xxBOsXr2a4uJipkyZwqOPPsqOHTuYOnVqc5ev3YkaIbJsBZza74/YLQUEwqWs+3I+kWgApYxGTUlImRm0Ai2hodAKtBRrh2irlPQBRBqLGiEqqj0U5vVhUM9p8bxUqpGDr5J/ognV1YZHjUbslCV1UogESil8PkU0CiYTOJ1awsLEhima9JwxTFFMjTxxlDII+b10P7qAoK+swamMounV5KjNkQuShUKIJFJK5WXLlvHkk0/icDhwu90sXrxY7sZKgaEUZQEfHl8lZQEfRgpfrswmJyN7P8T77x7Hyy+7ef/d4xjZ+yGCVaVUlm9Dqaa/qqS5YmsHaAV7b83du5aA5pJRjPbMkAmFIo3puoXuXU5lxIkPJuSlrzo36UBWXXks+SeaksnkYHSfRxLq5Og+j2AyORp+8V5SJ4XYRylFaZnBP18K8NTTfv75UoDSMoPdAX88zyPOEGpqKOGcUVNDRByBRn6WQWX5NtYsmcyaVyayZsnkZut7i7rV5OjbH5sw/tcmWSiEqCWlsWyz2ZywkLvL5cJslmHw+hhK8U1FGdPXrsDjq6TQmcO8IWPo7spHr2dbSxXN5s03g1RUxr5gVVQq3nzTxviz3GxYeQ3DJixKupbWodB0Df0IHfudDkLVQaxZNjSXJrfjtnOysLtIZxbNwql97+aVV7WEvHxteYiLLrCTlbXfVfr68ni//CNC7C4YyT9xkIxIFm+sDCfUyTdWmrlwkiXl99CkTgoR5/Mpli5L7BcvXRak35mV/O9HL8fzvONhIQI3eLDpLoJGBVa3g1xb49byDfm9bFh5E/6q2HRgf5WHDStvapa+t6jbvhw1qK4OMeJqGzl2DYcL9FxZrF8IkeIgVmFhIe+99x6aphEKhVi4cCFdunRp7rJlNG/QH//CBODxVTJ97QqeGjWJfLuzztdFIireUHfupDHiJMiyqr231RZgRBsxJaGRND0MehBN1wHZ1aO9kyEskc5CER+BkIWKytgdLjV56XIo7MEg0TCxbYSzrXhD9eexpmuy+K9oEpGohtMBZw/VyLIqqkMa7/839nhjaXoYpUfRdBPSJov2Khol3i+u4XRAT2s2/xo4idJogCe/+Jgrux8FlmLCVj+B0B42fb6UswbeRpYj9cEnIxrC5iig38DbsVnzCYbK+HLzn5u17y1qq52jIZavg7PPtuLWNZShoCokC7kL0Y7VO4j10EMPceONNzJ58mQeffRRtm7dykknnUS/fv2YN29eS5UxozidWVRXG+gRKzN7ncET29awaXcJEPviFDKiSV9XM99f0zRcObHwHj8gjGnRBlS5n2iegwFTZqPVMyXBUAbVQS+RaAizyUqWzY2ewjx+ZSjUT5Xx7WmDNdvTHp4jjUI7Jgu7i3RmYFDp/wFXznG18jKc58BySV+C736H9RfHo/JM8QGsGvXlsRAHy2QyOLcojP73WF205zk4d0oREVPqd68f2CZr0iaLduTAvqzJ5MaVoyVc4D23KIy+YAN55X7y8xzc8j8DqDL7efGd6QnvFR0wo8H1tPanmxwM6DMb/v41qnwXzhT63qLp1Zejko9CCGhgTazXXnuNkpISZs+ezYIFC3jrrbd4++23eeyxx8jKymqpMmYMpRS57mP450sBFj0T5It3OjDzuHPonXsYAIXOHKy6Kenraub7L38jxJmn2xg9gPgXMiD2379/jSViT/rZhjIo3rONR9+5jPtWjOPRdy6jeM82jFTm8VeF4o1BzWeFHl8PVYlXnpShUBVBjHIfqiIYuxIi2rTGrpEtREsxmWxs2vEMZ5zhT5qX4Wc/wzKkK6HH1+MKaRQ6cxJeX5PHkmuiKTkj0fgXL4jVRf3vG3BGGjFgmmKb3FLkHBEtxVAGZRXfs7vke4zyanaXfE/QKGH8OBuunNgAxegB1DrHsv62mQIjMeNdWYWYTc6k62nVtQGIJWLfO4CVWt9bNI+6cjQ7FEGV+1C7A+CyxX/Xmvko2qfXX3+diRMncu655zJ+/Hj++te/AnDaaafxww8/NNvnvvLKK9x6660pP7+kpIQrr7yy2crTmuq9NDh8+HBGjx6NUoqhQ4fGH1cqdsfQli1bmr2AmcTnU6x4I5owb//9tzR+d9ow7vviLeYNGYPbVvtqzv7z/SsqFas/DDFxFET3hncNVe6HiEFloKzW3VbVQS+L1kzD64vN4/f6PCxaM41rT3uaHHv9t1KrSDTeUOz/WSoSpeaahlz5aH/kTiyRzrLseQzvfRWrN93L+BNmE06Wl1kWVLkfswHzhoyptSZWrsUuuSaalBZRSdtTLZJ6nqbSJrcUaftFS/IHK3CU6+Q8VY4q/5GsPAeRy/PROlcyaaIDZZhxBoNJ+8c2LLiyCqmo9uDKKuS8EfNR0RyWLgvUWk/rwHUT4yJG0nOPiCzs3pLqylHlDRB68EO0vXdbh/+9FbV9d6vlo2ifSkpKuP/++3nllVdwu91UV1dz6aWXcswxx7R20Wo57LDDePLJJ1u7GM2i3kGsu+66i7vuuovf/OY3/OMf/2ipMmWsZPP2KyoVx7s68tSoSbhtjqSLuh/4uuISg127NfLzHAkhruU5iBDhO+/3mM3ZRCIldM6qoiCnK5FoKD6AVcPr8xBJYR6/ZjahJfkszbzfXWN1XBm23Tw8fjVECCFaiqbpdMztwcjev0cpLWmGUR2OZ1n3nHyeGjWJkBHFqptw2xxolSGCSXLNevMwyq0QihpYTTpum63eDTmEqGHoetK6aOg6te/DTi6lNrmlSNsvWpDVbyL6VOKdUOanvkbdeBJ/fHco141YRvWeDkn7x1GTmfNP/yd2/OiajtPuprIyeb88WseYVFqde+1YXTlKZew7Tfxu60m9CD25QY6RSCq2dlo18bnE2VlNcvHF6/USDocJBGK7n2ZlZTFnzhxstlib+Kc//YktW7bg9/uZO3cu/fr1Y926dcyfP59AIEBFRQUzZ87kjDPO4NZbbyU7O5vNmzdTUlLC1KlTmTRpEpWVlcyYMYOdO3fStWtXiouLefTRRwHYsWMHl156KT/99BNDhw7lnnvuIRKJcOedd/L1119TWlrK8ccfz4MPPkhpaSmXXXYZ77zzziH/3emm4QWTQAawUmQyEb/duYYrR8Nq1sm3O+v8EpTsdRu/1rBcNTAW2sTC23JVETvxcccnpVy+agt3fFJKcUDHF6zAbLLidhYmvIfbWYjZVPdisMpQGLsNjIgZ6+8SP8t61UDI3vfa+q4MCyFEa9A0nVA0TMBsYDkgwyyX9CW89nsse7NM1zTy7U4KnTnxPK4r1yKhKL995wPOX/E2v33nA77ZU4Ehc2tFCkJWM/xPUUJd5H+KYo+nKtuK9ar62+SWIm2/aEm6oSWtb/re6lYZKmHj1xrRyYnnmH7lAKZu3MDv3ltLcciKw56Hpum1+tedO2lcfLaNLD8Yu43aU2PT6Nxrz5LlqOWSvoTf/Cb+nJq7reUYiWSUoVDFuwgteJbg7McJLXgWVbyrSabD9+zZk9NPP50zzjiDCy64gAceeADDMDjqqKMA6NGjB6+++iqXXnopCxcuBODZZ5/lnnvu4V//+hf33HMPCxYsiL9fcXExzz33HI899hhz584FYgNhxxxzDMuWLWPq1Kl89dVX8ed7PB4eeeQRVqxYwX/+8x++/vprPvnkEywWC//85z958803qaysZNWqVYf8t6azRvSqREOcTo0xZ5viUwpdORrjxtrwa0Eqqw0UYDWZal3Vdzo1xo+zxacUunI0hgy2orlt2G4eHt99w2uKcPOqTXh8sQbe4/Nzx/qtPD5qCCaTlUtHPEt51Xes2rKAqkApk4fNJ8vmTlpWZSiMHwyCDwZQpQrTADPW64cRNkJYHbZaO33I1an2J6TLlxSR/qwWK6ZSg/CrZsznDUHLU2gunUBEYb6wD74siIQCBIxI/A6smvytK9e+qa5KyNkZaz7mr6edQr5d1kUR9VOmCCZ7FtoFQ9DsChXQUHYrEVOEVLtcmq7B4TkJ7X9r7b4lbb9oSZrFnLS+lQV/AuCdr+bzi5Me5J3/Ohlw6RBy7AqLU2fet1+yybsbIJbXp56CQmGgGDfWyrLlIZwOOPckK/wpSKBUoRVo2G6yU9UpjC8ajffPtb3nXrDajy3LITvftYIDc1RzaYSWbEZt3x1/jpbnQMt3xO4KlWMkDlRVTXjhKyhvBQDKW0F44StYb7gEXNmH/PZ33XUX11xzDR988AEffPABv/zlL+Ob3p1xxhlAbDDrjTfeAOCBBx7g3Xff5fXXX+fTTz+luro6/l7Dhw9H0zSOO+44du+O1fHVq1fH369Pnz4cd9xx8ecPHDiQ3NxcAI488ki8Xi+DBg0iNzeXf/zjH3z77bds374dn893yH9nOpNBrCakaRp+/09MmnQEytCIYPD8d58zpLCQP274GI/PR6HTyf1Dh9PJbqeDzY6uxXZJKcjXuegCO1EDTPp+u6e4bPE53oGqcPyLVQ2Pz0/QgGvfX47HV0WhM5u5Q/6PLnYzTpurzt0JVYWKD2ABRDcaBHYqojdr2JJNEdh7darWuhhy5aPNqTYrsiIaAVOktYsiRIOyw7lEHzaIlhpEN8Ye0woM1B+sfK1V8veNm7n42GNZvvMLTuvSnSOzO+A0W+hgdVBtNci6qojI4xviuab/bgD/99XnCZ/h8fkJ1zX/pJkYysAbrCBkhLHqFtz15LlIHxa/mfDcYLxtBYVWEMRyuw0ascGZpie2/61G2n7RgrRsW636ZlzRk399NROAnd7PWbX9XiaOmkMkqhHVYdq6D9ns3Te44fH58UUiXPfBe3h8PkYVHs70804mN2ImMntfv1eVxvrBP90YYMqGtyl0Onlg6Cl079AB3WVj89ebKCoqapV/h/buwBzVu4P118cR/rEyIYe0XIcMXonkotH4AFYN5a2gzrnEjfDee+/h8/kYO3YskyZNYtKkSSxevJiXXnoJAJMpdpFn/11Qf/3rXzN48GAGDx7M0KFDmT59306qNdMQ93++yWSqcwMKs3nf8I2maSilePvtt3n44Ye57LLLmDhxIl6vt87XtxUyiNWEDGUQ7KD4zdqbeHjQndy0+kNu7HsSL277mlt7D8ZtseMNB1j4xWYmdDuKTg4H3V358YGspItM7sdmMjO68DB+fXhX8s1WyiIhnvvpe3ZWV+DxVQHg8VUxY+17PDV6HNn1feGJsF8nO0aVKix1VIl0ujIsmldYV4DW+l+ehEhFWEeVJt41qHUAmx6le8TK7cf3556t/+WaPkVcv+bf8YXd7x98Dgu3fEx5wM/0KwfTw+lmm28PfluAsmAw4f0KnQ4sppYbQDKUwbaK77np43l4/KUUOgp48OTp9HB1lYGsNKdHNCJJ2lY9mpmJqjTFD65qqq4sxKU7qTB8ZLuqOULLblQrEVubJCT9B1GvA/uahqbjM2mcabmFlV/eT2WwlF/0+z0/Rrzc8tEbTOszko52G08UDUzoF39fVYln710Iqzw/8dWeN3l+wNlJ+70uPTYg6/H5uPnDD1h46hly120rOzBHjW8UoefMWG8cRkSFsFitaNm2Q84QyaU2zGRCc7sSBrI0tyt2p8ghstvtzJ49m759+3LEEUeglGLLli2ccMIJbNu2rdbzd+/ezfbt23nuueewWq3MmzePaLT+2S5Dhw5l6dKl9OzZk61bt/L1118nDHId6MMPP2TMmDFMmjSJ77//no8++ihhU762SAaxmoihDEr95bzhWcvDg+7EqluZP3wEFs3ElUcN4P232DtVMIsrzxhA1Opn+trlPDVqEvl2Z0qfkWu1MvvI44k+EbtrID/PwezfDWDuD5sTnufxVREyGpgKZgatQEto0LUCDZMNgr4yrA432gFfltLmyrBoVjXHV1NypEX6ixBJyDK9u4b11xHCD32EKvdjyXMw6/K+/ByJ4PFVAuDxVXLLR68zrc9wZnz0OpM3/JsnR07kyvUr6e3uyKyBJ3Pv+s/w+PwUOh3MHXYyblvLLWLtDVbEB7AAPP5Sbvp4HotOmU2+PbfFyiEaT5lV0rZVmRp3RTRiGJQFAoQNA4uuk2+3Y9ZbfgCzPFjBNevujddFgEJHAX8/ZTYFKdZF2eFQNMRQCm8wSGjvtL7cbCvl5eb9ltk4ml+O/StWp5eAZuOWj2IXJFb/9C13Hdkf9cTGhH7xAz98lfD+Hp+PiMnAlOTcLI34E54Xbqj/LJpdshxVeyCqmfk4/C3H2LtiD1FreZYD61F9m7JILrVx2VlYrpgYn1KouV1YrpgI2VmH/NZDhgzh2muv5eqrryYcDgMwYsQIpk6dytKlS2s9Pzc3lwsuuIBx48ZhNpsZMmQIgUCg3ul+U6dOZebMmYwfP54jjzySgoIC7PUMrl944YVMnz6dZcuWYbFYGDBgAD/88MMh/63pTAaxmoChDIr3bMPQHZx9+NnctPrD+NTBvw4/i5VvRRK2933/LY1x52UzrfepBCImyvwRcm06Af++DRTi0wn3o1eHCe8dwILYoobRJzYy8cqeLNn5dfx5hc5srHr961VorthaADVTCrUCDX1qiC82P0pO93HYOujYLbY6d1QUbZ8cdZHuDCOKcmrYbrQSeig29cAyUSP8bGJO2p76jM43nszcwWNwWWxUhIM8vXUjLuu+gSlv0E+hM5tN3l08tvljbujXF7fNQWenk46OunPQUApvIErYUFh0DbfddMiZGTLCCYMGEBvIChkyxTfdBaxgudYGjwbjbat2rY2AFVKdgBcxDLbt2cOta1fH+xJzhgynR4cOjRrIaoq6GYoGk9fFaLCOVyQhOxyKehhK8c2ePdz84Qfx+r5w+NksXRZO6Du/tjzMkNN+Iju3Kx5fJb1zD2Pq0UWoBetr9Yuvu2EQ31RWsMlbDkCh04lHr+boG11EHtp3bpputLKsdN+F4EKnE0sD/WfR/OrL0SVflvMfz6bE6Z+alrQe7f/7WiSX2jRN16Bzx9gaWDVr9TTR7oQA559/Pueff36tx/ffBbBm+iDAzJkzmTlzZvx3d955JwBz5sxJeP3WrVsBePvtt5kyZQpFRUX89NNPXHLJJbjdbiZOnMjEiRPjz3/mmWfi/z/ZANqBZWpLZBCrCVQHvSxaM43JI19g5upV8VuYPT4fu/0hKioTT5iKSoVJmXh4Y4Di6m8Z2SWbG3sezvLl+xZ2Hz/ORl6exu5QeN8273XsEnSMI4dCZ3Z8Tax5Q0/Dbav/VmhN19CP0LHf6UCFDSr3fMWOH1/G3PM3TPtkIx7fZ/H36u5yy0BWOyR3Yol0ppSirEyxdDk4HSFGT7WR79KBQNKctBoa8z/bEM/J24uGYRj71kZYtmML9w8ayS3r/sMm7y7mf/4R84aeRkdHbCGjskAwnsUdrBb2hMJEDcXuoOLWD36kuDpM5ywL9484gu4d6r76mwqrbqHQUVDr7herLk12JtiTBUy1YTdpBKIKsiC1+61jygL++AAWxPoSt65dzeOjTuUwZ2pXkWNf6ILc8v4Ph1Q3zZqWtC6aG/Ee9e1wKK2M8AaD8YEHiNV3rz+YtO+cZSkAFWZU52P4ZbchBAJgS1a3fBqze4+iwuwjGA2T73AAGl869+C4SceJmdKIn+d++oRzu3VnyY7t8UGPlrzrVtQtWY6GgwYXde9DeSDAJm95wvTPZPWovumhkkttX2wG0aEv4t4aunXrxh133IFhGOi6zt13343eCndjpzPpETeBSDSE1+fBUCoenjVKQ35cOVnxq0kQ2+53Z1WI4urYLYjnH5UXH8CCWEO9dFmQ88638tv31+PxBSh02vnH0P7oSXZt8YSq+fMpZ6Hr+t7dt+wpdVI1XUPL1fBXlrDm1Us57qw/8/tPNiasrzX9w3d4avQ48u2NWJFWtAnSiIt05vMpli4PUVGpqKiEF94I4srR+NVYPfnuVtEA0/oMxmW1UREK8sK2L/lVj54AFDpzmNztOHZ/8Rfm9joLi6MjOVkdyXfkAPDNnipmrP4Mjy/AyMICLj/xGGau+Zwb+vXk4U+88Swvrg5zy/s/8OQZR5PvOPjm1W1z8eDJ02utieW2uQ7hX0y0CKWxfGWwVpt/wcTUvxiHDUW+zc6NffvjslqpCIV4ZusWwo3YGtwbiMYHsODg62aObmFOv99x66dPxOvinH6/I0e3pPwessOhqE8oGk257xxRPjZsfYEb+kzn+nd/4s4T88lNUrcqAxpvvBtm4Fk6EZOJ61b9N96XnjXweOZs3hC/S+v6viexZMw4LHr9089EC6ojR8eda+Xedbu4fkBvbln7H/JtdsJRA0+1Dw3It9kT6lJ900Mll0Q669OnD6+88kprFyOtyZBeEzCbrLidhZh0E4XOxOutr3y/lXFjrbhyYo2iK0dj3Fgbj31REn9OrsWcENQQG8iKGuDxBYDYf+/+4mu0Kweg5cUGlLQ8B6bfFZGf34EOZgMnfqJGmBJfNWUBP0aKuxLoJiuO7EJ0uzs+gFUjpfW1RJukyzCWSGPhqJE0N0NWM8aUooScjP72JIJ2Cws+3co1qz5iwadb+WX33nTJ6sCSsy/hieFj8W7+Mzu2vcpX62aTZ4pS4MhG1zS8wVB8AAtg7DGFzFzzOR5fAJfVEh8kqFFcHW7UYEMyuqbTw9WVRafM5rXTH2HRKbNlUfcMYRgkrZdGIzZEsuo61/Tux4JPt3DNqrWx//buh7URV2HDhmqSumm3daCrNYf5vX7DPwffyvxev6GrNQe7rUPqb7J3h8P9z0nZ4VDUsJqS953PGWNO6DuPOjOCbjPo0WU0mtIorg7z6Lbd+Kb0T8z7yUW8/9/YedfZbueej79I6Evfu34rlx7fC4hNHzRpGp2dWeTbU7sALJpfXTlaHTYorg7jstjp7c7jmt79+N9Vazh/xdv876o1XNO7H73defHXFDqdaCgMlSSAJZeEyGhyJ1YTyLK5mTxsPmYN7hsyjJlr18TnY//PCb0Im330O9PP0Vl52MwmIiaDsuC+gaHd4QiuHK3WFQelJYbue55Svut1NKHLT6CTxYbdbmHO1i3c4D6ONz69m5OOvZY7Nq5KmFZY31TA+AKIysGJ458lWF0cn5ZYI5X1tUQbJdMJRZpSygAteW7u8FWjZym63TgEqwJPyMcuc4TZazbi8cWuuHp8fu5d/xl/GT2MQqcLpQxcQ/+AMehmdJMVu33fxhahqBH/AgTgslriP1eEYtO09h8s6JxlwdIEay7omi6LuGcgpavk7bme+uCRAu5Z/2lCfb1n/af8ZfSwlN/DomtNUjc1TcflOhKrNQcjGqp1fqT0HrK7saiH22bjgaGnJKxldMUJvfjr9r9x5umjcVty8YZ384+S97jwmDO4/YsX+dOg/nTOsrCpPMCt7Gbe9UPAr6gMaLyVNNiYAAAgAElEQVS/EYp/jp2H6Cohv4G9FyBsFDqd/KHoZBm4SkN15eiuQKzNddssTO3Tj9kf187Jm/ufyLQ17+89vv24f9PjXH38BbUuBEkuCZHZZBCrCeiazmE53dgV8PPmzh3MHz4ivsjg0u++5cIex3J0Bye5dh2TScdQGvePOCJ+q/+/dpRzw5hCVqwIxdfEGnWmCU9o3y2xJ7pdXHFid+xmK8WWIAu2bmZq31685ynh6hOOYNKxd1Id1Lj7uBE8vGM9n3t31TsVMLZeRgUz1ny83w5cA1kw9DBu+PDtRq2vJdomuedDpKuQ34vf9wNjxvRkxYooTgeM7m/FnaOxMxjm/m2fs8m7m7+eOpwrPnyHJ0adHu/onujO5dLjj8dltaGUGUMpdE3H4chP+llWXafQaU8YuKr5+Zkvv2XWoOO5d93PCesOue0y8N9eRU0Rxowxoe0xxddyUR2iRE0RUu1yRQwjXl9reHx+Io24nauDTee+4V2YuXrfem33De9CB1vjk12r5/xI+T1kd2NRB13T6N6hA0+MGo0/GuH76p+oiHhYV7aJJT+8F3/egkEzuHn9Q3j8pZh0xaxBnbh33c9sKg9w75dl3HB8IW+8u68ffeqZJsK6wROjB1EeDPHMl9+y2VvB6MICepk68Fz/sygJ+rHlSG8n3STL0bDL4E9flTBrUCce27SZ6/r2SpqTR+W4eGL0UMpDXh7d+gSbdm/jq4rtSXf3lVwSInPJIFYTUIaB2rMHzQ5DCwuYtvr9+NWkPxT1Q9dC5Dv33d4aa7BtPHnG0YQNAxMGYSPISWdEyDKZqY6GsWQrcrFQ6LSTZ7MytW9P7vmoJN4ZvW1wPwwVZHThYRxeUUDkoTA5pQpXQTZ/ueFstveoYM62D+ucCugNBuMDWBAL/hlr1vPIkCKeGj2OkBFt1Ppaou2oOdqa0lAc2rQoIZqDEQ3x7doHOf6M+VxyrgvTHo3gQwEipYouBWbunzqQB+yfUxrwU+h0kmuzUOh0kGez8b+9+9UadKpvsWtdU9x28gnc8/EWPL4Ay7/zcO/QPsz68HM2eytY/PV3PHJqT0yahkXXm2R3QpG5bDp08JsJ/ym286+1QMMyzU7AFW74xXvpmqLQ6Uj4glbodKBrqefxnlCIhVs+5/r+R8fXgVu45XNuKeqbdJFjIZqSoQyqg14i0RBmk5Usm7vO6dCGMqgOlKNQTP3obvJtuVzT85c8OngmP/hKePKrVygL7ubIrM7xDQYMpVi8bWtC/X7Zs5VJ5/bAH46Sa7fwcyTE79/zxLN+1qDjWesp4crcY4jeHdv17rACM7YbTRhHRNH3roVkRKJQYXDSEX0xysPg0uO/Ey0jWY5ap9m5qk8e92zYyGbvbs7rdlTSnDRpisvXzEh4v9juvqlnsBAi/ckgVhOIBnz8zC5Qbp7fvpgbTjoTl8VFRbiC57cvZkbvybVeo6GwsRtT1Idvz04qdm3lsO7ng8lCgcmGOWrBiMLfRg4hYorywIYSbuh/GC6rTkXI4J9bd3PR8dnc3vMkIrPDqNJY51aVKsILghwzxcW8rqeiaxqqsgwiITBbIcuNput7p8jUvoIR1TRZxF0AsrC7SF+xKU0d6bArG203BP8eSMhAx58M7v5/RZTZq/jTiFMxlOKRkUP52Rfino9+rrXY9WOnHYmhhbDrZgxlImzEpmO57SYCUYM/f76ZG046Nr7I9svbvuGx0QMAsJh03DarDFwJAGw+C+H5ifUxPD+A7XY7pDh2ZNLD3Df0JMoDYDdZCETD5Nljj6cqFDX4j6eE/3hKEh6fFm3E4lxCHARDGRTv2caiNdPw+jy4nYVMHjafzh161BrI2v+5EwbdS74tl6k9L+LuTx/H4y9l9GEn83/9ZmHGgobism7j6evug65pXN37eIp9sXPCatI5revh3PbJOsoDQR4bNZJZqzwJWX/vup95fng3oncnnp/Bh0LYb7dCngkjEkX9YBB8KIQqVWgFGrYbrRhHIANZLShZjobmBzj8/+3bIGPhlq+YM3Qgt364fr8ZJSdjMxlJd1RFRTGUIWtLikNy9913U1paysMPPxx/7IMPPuCOO+5gyZIlZGdn5m6ImUgGsZqAz6hm0drfc8XoRVxx7Hl4g0EALJqZK449D13TKQvsxm1zoWs6Shns2rONV9+fRkW1h+5dRtPrxD9w7eqNDCwo4PKje7NkRTB+S/S4sTb+58QCZu03LeD/DS7k8CwzlmoTodJQQnlUqUKzadgeVVhuN1Hh/RLb6wvRqsqxXPYAHNYdq0lPegVDi8oi7u1dzbV+XdbEEmnK6nDTt+guwveEsV1lj3d0a6hSxf9n787joyjvB45/npmd2TMJm4SQcCqnAiKIcgjK4Yl4o7YeoPU+8MKjVmm1tahVLFBtPfFXRW2V1lq13qKgiKh4cCggCCKQADnItdmd2Znn98cmS5YkkEgIiTzv10vZzM7x7O4zz8x855nvEy0HzQ2ylUocKYg6cQ5MD1JQWZAyb0GlTUFVhFnLFnJNv5FMW7wtpZdWtk+jOBbjtkWfJZfJC/i5She77NGSzDnouJi61iKjXiW2adXapgqutTQ9LrDrqY96vPG/g1d4EWhM/7zWo4AjO+EVjQ9A6cLl6LwOnHRAl2Tw9fX1P6I3YR019kVdVtquylhJMoAFUBLJ5+mPb2Ty2GdI82U1OG/UKuWy3mcmA1j92/Xiys4X88p/JGXlidFnf3HSOcxY/QXPRr/mhkMPY/rnO9rr+0Z24t5hg/FoUGnXP7CBFod4Pfun60BFVSGhqoxkAKvmvdpBLqVlNNSOClsw+ZCBPLzsK7K8XkwNbhl0CD6Ph2g8jqlppJkBHhr6GzZXluL3BKiKR8gydd766n4mDL6jTh1UlKa46aabOOWUU3jvvfc45phjiEQi3HXXXdxzzz0qgNXCVBCrGdjYlETycaRL3Akw/ctvk48T/v6IwcRsi9LSSgKBIEJ3KTMiFFaVEfBl0yVnKAP73YQpNP41bCTCcYkT54xjBCIuqbTg008tOh0qU+4ovbCqmLv65eHIxJ2i2hdxIlsgKyWyUFJWvo3HV93DhaffSebLj2I/cwvm1bMJhzK5/8gjdsqJdQQV+ZshWzXwigpiKa2XEBq668Xpa0MHG/+DGrgSWSywXpTIUiiPSt6abzHwGIPJH/1AbtDgnhF+juoU4sNNOwavyA0alMQiTOo9KBnAgh29tJ44tlu9bWXY622oeA3kHDyCHhnpe+3iP7HNiuRIinkBH/ePGECPjJAKOLQkAfpJOuZoCboER2B9IJrUtTXqePjNRz+m1MXffLSJR8Z2obFjAvqExa/69uL2RUuSdfCe4YPxCWv3C9eyL+qy0rbFHSsZwKpREskn7iTqnitdSmJlWK6NhiTkyybky8bU02kf7MpN/S7m72te4soDz+fDd0y6dNI4aqAHkzhIi98f3J/thsbVH2xM2Udu+2gTU4dm0SHgpaQqyuyh3UjXdIrsOK8Xbue0vCCaiOG9RcN+SeKuTZw3i2xBFElBxXYOlOF6b4rQhCC00gwaaEc1XXD3J1uYOrQ/7f0ervtwcZ2b8U+OGYkdDzD9i2+SbdYfjjiY8lhRsg4q+wfpulBZAfE4eDwQDCGaMMpvfYLBIH/84x+5/fbbGT58OH/5y18YO3YsQ4cOZezYsTzzzDN07tyZxYsX8/DDDzNnzhwmTpzIIYccwpIlSyguLmbq1KmMGjWK2267jVAoxIoVK9iyZQvXXHMNEyZMYMuWLdx+++2Ul5ezdetWzjjjDK6//npeeuklPvzwQ0pLS/nxxx8ZMWIEd911V/N8WW2QCmI1A03o9M0bjSANvx7nb0cdC0hijsNnWzZzSrA7zv+ls6nEwhMWtL/YT76vM6OHPUBF3MtLazZxZbgD9pNLkMVViEw/6RMHYP93Fb6yGGMvHExhreTq/TN93JLbAfcPMUSGwHu5l9jjsR1dny/zYr1oIbIFZfHCxF2wr3/P1cfejO//boO4XZ2XK50nx47EdtzqR2K8fLl2zb77IpVWRagHCpVWypUuljeO55Q4FMaw5ixNtp3mpMHYviAfLkok+A3qicNcQaXN7Qs38ZfRXflueyx59/6eER2piJfh0/0UVJambKeg0iYWj5PndXl09JHEXYlHE7sdir3+nIOf8cioIzF0sVdyDZbErGQAK7HNKLcuXMqTxxxOlq/hgJvSvFy/izHSwnpkx/HcuGwwrt9Ab+RwGXGXenuRxJvQiSoqTW5f9ElKHbx90RIeGz2M9MavhpJYjCdWrOL6Q/sle3Q9sWKVyq2lNMijm4QDeSmBrHAgD49u4kqXNWU/MuWz6eRXFZLnz+bBw35LzBXc/sXb5EfeIi+QztRBF5FNmIpOGmMO9iCKKrGe3bFPZV8xmGyvnrKfFFTa5PgD6NLhwHI/+kM2stAm6zCNfmeFsJ9YglVznLhgMNbzHmQpVF1j8MDKLZzaI5doJErPem4M41H5QVtSQ+2o7UuMuNrBHwARY3D7LEZ2zE22TXNWrSHqOPy6+hFDSLR9c1Zv4trDZ1IlvbhRi7DXqPcYvKPXqYOp66rXaRsmXRdZkI/9f48jS4oR4UyMX10OuXl7HMg68sgjGTlyJL/5zW/4/vvvmTt37m6XsW2bF154gXnz5jFr1ixGjRoFQEFBAc8//zyrV69m0qRJTJgwgddee42TTz6ZM844g/LyckaNGsXEiRMB+PLLL3nttdfQdZ0TTzyRc889lz59+uzR52mr1IPBzcAUPoYffCdXvb+SC9/5hms++JbNlRaPLN3IuOwD2TLbIl6SOADGSyTbnrJJs4Nk2kHaV8EVXTonA1gAsrgKe85SjON6IIur0J9eQifNoX9m4oRxcvcc/H9N5MFy17rYH9l4b/XhfzCA91Yf9kIbWSqJXxPlf+tnAIm7YE4wHcJ54DGARIL5LJ+P3GCgzkWZlC6xSBFV5fnEIkWJIe2V/UJNLVA9sZTWqiRWhuFIRFGirUxpO59ZghlMXNikpwm22/HkcgWVNgK4c1h7Xhh/IDcf3o4HvlzCtM+X0870khs0UraT+NshvyrGlR98zIQ353HlBx+zrqwcVzZ8UdNQzsHNkQou/uB/rC0r2eXyP0Vim3WHkrdVDqQWpVs29hM7Hc+fWIJuNT6flUcT9dZFTxOGfnekVn/eS9m00z7HlZzd60Bmfb2Cq+d/zKyvV3B2rwNxXXVRr4B0JbIsRr+OPZBlMaQrCXrDXHjkDMKBPCARwLpw+J/xOA5FVcXJABYkEm5vs6NM/eJt8iNlHNKuIw/2PZNDyeUAfIwdBKLcwn42dZ+KP7aEG/uEU8qSGzTQBbSzzeoAVqKOekZRd598dgnaZI01k+E36zaxYFMF6abGw99vpeoaIxG4gmROLNLV5VJLaqgdNe3EzSdHwqyvVzKh54G8vv7HZNt0df+DMbXUtq9fuB1n9+zFdQvWM+H1ZVz67grWbq/EqaxI9NSpluh1Wsol77/L6W/+j0vef5e1paXNfqxWWkhlRTKABSBLirH/7/FEz6xmcNttt7Fw4UKmTp2KrxE3dI466igAevXqxfbt25PTR4wYgRCC3r17J6dfcskl5OXlMXv2bKZNm4Zt21RVJer0oEGDCIVC+P1+unTpQmlpad2N7SdUq9wMqlwvt338PQWRRDfVgojFtM++Z/yBOZRVOckAVg09DbrYLtqMxQSmfYTYHk021DVkcRVUn8TK4irE9ij392xH/0wfOaYneXDWemgYIwxi90epuilC7P4o+nEm2p1entkwhQ0ly4DESYQeiyZyYgVTD/w7k9KlvHgNH//3Qt7/58l8/N8LKS9eowJZ+4maAbA0KVhfsW3fFkZR6iFdFxF3wKvX23bKkirOGmYz/hSDJ1duTb6XGzSQSDK8Gtd9+BFTFi5iRcl28iNVFEWrmDokLxk8yA0aTB2Sx7aoQ1ncJLP68cGaXlU1uQ/rU5NzsLa8gJ8yK0Z+pIKbF82jJBZtYOmfJrHN1BOpvIAPQ1eH+RbluPUfz5sQTNQE9dbFJsSwGqyDZhPrg0Ryz+dfp/RquOfzr3HVyLX7PelK5OZyYg8sRP5xYeLfzeUIKcjN6Mnksc/wm3H/46qjH2PzZ4/x/vPjqKjckpJwG8Cv+5IBrBndz6R7pQ/5l8XE7nofe+bHiHD9+9SBASNlH7lzWC5Rx2Z7hZXakyok612+MGpx5ecbWF4cJTdoEDR0lhdH+c26TayZDPqDPn64IcrmcBRUO9qydtGO3j4kj79+vZWTuh3A7Ys+56QDugCJtumPn3+Fi0xp+yYe1Jt7Plufco1268LvKMnfgizITwaySmIxbln0EfmRSPX6Ityy6KNdHuuVViweTwawasiS4sSjhc0gFAqRnp5Op06dUrdRHfSM77Qdb/U5pNipZ1990++77z7mzJlDx44dueqqqwiHw8n1emulshBCJKfvj1Sr3AxsKZKN46kHtOfNMYfx/NABDAtk4BgSTzi1wmafAE6tOwyUW4jM1JNNkemH6m7SItMP5Ra+//uSvxyeS0bQk7xLZJxiEnsittPohFEMR5DmywZq7oI9SCi3L6JDj912o7SqSljy9hSqKhJdwasq8lny9hSsqpI9+JaUtqLmMUJNPU6otFLplhe5NQIxp/62s9wi/sQSshyHawd24K9juzL96C5MO7IjIPEIk+sHDKBfuF1yOUdqPLJ0K9cPSsx//aAOPLJ0K44U/PGzb5l4UK/kvPmRql32cAp7vdx/5BHJE+m8gJ/bDx/AM6uXVi9fgeU27yAaYa/J/SMGJANZNTmxwl6zWbej7IYu6q+TeuPbU8uR9dZFy2n8yWp9dXB3udzq40rq7dG1LzpiSelSWVVE1+5ZVFapHuL7XIWF9djnKb1lrMc+hwoLTWik+bIICJMvX72SrT/MB8CpKkqMFFdLlRMlL5DO9V3HECwRdXpdyW2RevepjVUWs0Z35uGxnbj58EzaBzSmfPQ1W+xY8hwZQFbUv0/a1ReNuUGD24fkEase2Kh7upceaV48CLr403hl/feURJv3poOyG7toRx9bupUPN1WQbnrJj1SRbu44xtW0TbXbvkyvN3mNVqMgYmF7/Sk9cyzHSQawdqwvgt3Mx2qlhXg8iHBmyiQRzkzkxtpLwuEwa9Yk0vK89957P3k9Cxcu5JJLLmHcuHGsW7eOLVu24LrqeLczlROrGZhCkhswGZKTwY1du+JsA0xwNEluhglXC+ytLsVv2zhlEiNbYte6w2C/sxbjggHYz+7I62JU58QSmf7Ee6+sQhZXUVxp8dD6Qn5/Qx7OzBgiKOpPQlkM53f+E5GB2xG6IOgNN3pYWdexkgGsGlUV+bgqIeJ+oXZPLEVpjfQ42G98h+fsvom2slZOLGPSodgvr0QWV+GWO+i64MpFGxIjvI3oxMtrtvP8qpLqC5dDeWT516wo2U7UsSmKOvzmo43J7eQGDcosm/xINOVEOS/g32UPp9o5B6Nxh/UVpTyy4jOWl2yrXj6EqTXvSFeJbYZ48pjDa+U5VKMTtjRXExiXHob95Bc76uSlh+FqotF3DXVN1FsX9SZ0xWoo72VT60NDIxk3tUfXntp5VOf0YB6nHzWD9hk9EY08t1Gal7Sd+nvCxp3kLbCdzycLvpzNfcOmcNuyJ5M5sTr7w0wfcibp5T6Er26vKfuN7zAuHZySNzZ+ySCe/GELV7brSpZPZ0vEojhqkR+J8r+ifG66oTfOzMQN3vh8MC47HPuJz5PL6xMH0zEU5I3jerE2HuOF1cWc1iPMqQdkcHNuB6x7o8QKJVq24Iob+lPuqt44LWlX7eiKomj1sTlW3cN5x7VJXsCPqWkpbZ8QOrkBMyWQlRsw8VSWp/TMMXWdvEAgJZCVFwhgNPOxWmkhwRDGry6vmxMruPdGELzuuuu4++67efjhhxk5cuRPXs8VV1zBrbfeis/nIzc3l/79+7Nx48bdL7ifUUGsZpBhR7l/UCc6BjNxtwm2/SuGni7IGm+y+a8x4iWJ3li5F3vZrFdRpQuMTP+OO03rt2Ov2IJ5w7DEbU9dw9UFxpkHQ7mVCGCt347I9FMl4by8TCo8Lul3+JA69Y9OWCaxno0RuiuTEt2mIhJr9JDrmm7iD+WlnHj4Q3lourqjvz/QZOq/itLqaDqUxYjP/QbP2X13tJ2awHr9u2R7Ga8QpIUTJ6AFlTa/WbiJmaO6cEj7IM9+W8g9n27lukF9mLV0KTlelz8MzeB3i0uTSd9vH5LDI8tWkRfwEa0+0W1sj5aanIOulEScGEWxqurlQ0wfPpaw18f65v5ahFBJ3PcxzQXr+yLM64eBlCAE1rJ8zEM7NnodYd3lz0d3pnK7S5qmU+46BNtphPWm3YmtqYN7oqZHV1NG59wbItGSZAALoKwyn5c/vJHzj32GoF+NqLxPCA1R61wWqnvL1ArX7nw+WbZ1Od6vn+H/Rt5J3LHxbNtA2pzfQXoW2kl/RBbH66yTshhkeDFvOBLpumy2bf66Np9f9e+CT5fEXYlPF/TSTOaPGopH9xATIH7nxWtpWIUuhQsF6ecOw8wCezsU/A+yT4GS5y26TDS58pBsLNfi5l4dsO6OpjzdYM2Mkv5bHwRb5FtV2HU7WnNsfnHNSu4dPpinvvkOSByb/3B4H3wiiiZ8ybbPlZL7R/bm1o9WUxCxyA2Y3D+oE2kfvYt2yS3E3XREmUu7oMkDw0cmHynMCwR4YPjIFm/rlOYhNA1y8zCvu6lZRyesbd68eSl/jxo1KpmwvbY5c+YkX3fu3Dm53H333Zcy36pVqwA4+eSTOfnkk+vd5plnnlnvevdHKojVDDSgy9v/RT/tEjb9I0q8RJJ9usnWf8RSEroXPBWjw7U+LK+D7/LBOI9X31U6JAdjcGesmZ8k7zh4rhhMxKtj/P2b5LTYxYNojx/jYRtZaGFnC8wbfei3eHEeqDs6oSyU2JbLpQs/b9KQ66Y/zODj/5x8pNAfymPw8X/G9O86l5by81BTM4TqiaW0Ug5G4s78G6sRMQdr9o6207hgAHalhTG+N+XfaxSnpSZ2L4rGmfXlFm4fksdjS7fSKyOD+w/vzCdLbgHg3iNuwx84gI2VVTyybBXFMYv7hvfFdIt4+uiDCQc7kB3YdRtamyYEPdLDPDV6PJbrYGr6XhmdUGkdXMPA6JGNNatWnbxsMK5hNLonluExyC2SFDxtYZXECYYFuZd4MIItX2c0IeielsYLR45AxF2kR0NPa/kRuxzXSgawapRV5uO4qof4vuIID/oFg3FqjRqoXzAYR3iSdb2+88k+g68gJHXsv10KJdW/aZd+uJXfouX1rdPrynPRYCJVGp6gBrYg029yUb9cwl7YHCkmbGRwYCXI6uOAnenHe8Fg4qEgW9+IUbkiEfwt/xQ8YUH26SZOuYUTkcRLJJVzbNxLNAgYiHgDTzc4qr1uSbtqRx8Z2xVNONw88GCWLJ/BxG4nckmvg7GsYr7+eirdjrwPSKQKkK5EVFj0cAUvjDyIcl0it+QT+uhdGHwKm5/XiZfE8IQFeZd66d4hndljjsV2HQxNjU7Y1glNg7SmjMertCUqiNUMXI+OeewJxF2SQSs9INDTIOc0A08A4hEomhenMmrjGjp/Wl/GpZcNpps3cWJrP/xJnZFXSq88guJfDaJnyGR9lY2hmXR80E69QzQjypabLLpMTUMUV/fAetHCXesisgXfRyqbPOS6EBppmT058rSncR0LTTcx/WHVZX8/IaQEhMqJpbReAmw9iHl2f6yZi3YadWop5tVHYP13JWnj+/DmpvLkYrlBgyyfh+sHdWDu6mJ+1a89Po+GYWpEooWUVeYz/7ObmTDqb/TKaM+dQ3qjCaiKbGDh0ulEooWcf+wzTT6pTfSI8e9+RqXN06w4Vn2jat1wJI095XIjgoLZO90Em23R+QYfWgufj0tXIvIrcB/7vNZNtsORHdMQTck0v4d0zSQ9mJcSyEoP5qFrqof4viJw2fahScbZw/AEJPGIoORDQfYEh3jpNoRuIvwZhHztGT7+CVxcNN2LiY6IVkIoCzH+95CWBwEfm1b/nc552bhvb8aY0BfSTAh5KZynUfVdnPZnmeQ/EcUTFnS9OMQ2vYqIbdIuamHM3mmU2meX4DlrGBmHm1Su2PEoYLxEoocEOb/0UvS6lZxmuoJbPtrM3OHd0Q/T8BztQYRAVkB8QVxlEG5hu2pHPcEoYW86VdEIP25dzIp1LyeXq90m1Aw8YNVqu8KXD0a2z0YedxYbH46ntLH5T8bofIOPrPQ9672qKErLUEGsZqDFbOyPP0Q7/pcE+2lkHKFjhlw6nuvBnltI/KsIIstD7iW5WF6dEilZsKmCBZsq6J/p45FBOfXmFcgxNM75sIB+WT6uGJBD55iOLEwdplsWSvJMH29t+isnpF+B9ayT7JFl3Ojlwe++SZm/sUOuC6HhDagu+vujmlxYKieW0lpVmTH8jg/p1D/qlKywkMu2Ym8q57RLD+OV9WXJEd7uXryZoqjD7UPy6BTykOHV0H09Of/YZ3BcC10z8Xnb8X1ZKTd/Mo/8SAV5gRB/POwuOvo0Aj7VI1XZBbeBUbWakJRVxqkzqnG8RCKbZ1Clpmkgebf3lhGQ3nKP2QR8YU4/akadnFhqf9yHPBW0GyPY8pyXeAl4wpD7K42S9+4g+t376Bl5tD/jAeQ7TyG+WYAezsO44D7i781GG3Eu8oTp5D/vTabc6HrVZcT/krgpYS1LjCorMv2knT2M8k8lmpk4J4mXSLY+ZeFcIjmwXTqZERe3nn1O+CSenQZU8IQFehC2/MMi9oObnFYcj1NQaWObLp5falBog9DAdPH8Usc2XXQVyWo5u2hHV27fQtegQcCTxoRRf+Pf86+uv02or+16fAnGuV2R7bvV38aqHO6K0maoIFZz0DVYsyNFt7oAACAASURBVBpnvCTnOA3rr5uJFcXRBgYwz26HHJ+GLHWIv12M9/z2aCLRI6Cg0mZ5cRSpiXrzCui6IDdosKIoytzVxdzVNw+ZHa+T/2pb1ToGZQ8n/vGDeC8+GYI5iHAW5QGHouWpXe3VkOtKQ7R4fxCRZP8rFcRSWivT9oDfRUTqbztrRnaVxVUc4DeYO74HP5RbPLJ0KyuKEj1T7/k0n5mj8yi1qsjytUvJq1MUrUoGsCAxmuDUL5bw1OiTVI9UZdf0BupkE0YndDQHT1ikXGR5wgJHc2j8Q4nNQ8Z3n7y7JQih0T4jEWyORCsI+EIEfKqH+L4k4xGi+W/ScfL54HpAd6n48lGi370PgFOaz7b/3ELO6Jtwv1kAJfnYz96G5+QbcJ00Cv7pTekJIyP135Qw0hNBLieyY3+Il0g6+gPEqxK9rOrb52RUIHNJ7kuesKD9xSaVThynLLEuT1jgv8DDPd9tIjdooLkuoszFenYbsiiOyPJgXpyDFlAjg7WoXbSj0xdHKIgsT+S2Gtmb8497DsepQtfMlDahobYL04cszMcTzq7TxgqVw11R2gx19G8GrkdHv/RKNMvF+ms+siiO1t2LcZwf66+fYD24gPhLX2Ac50cAb/6wnntGdCI3aABgaQJj4oDkcLI1oxPGPYIHB1Yxd/yBnNrLw5/XfUjVNSSHDhbZAvN6D5nZ7cmcNxex5BXib9yJCFQg2nlIU0OuK02gO73R4wPV6IRKq6c5GnqVxHq/HOPSw1LbzksPw162Jfl3XBeU23FuXvBjMoAFifxYZVYlllu3e4vlOskAVo38SAWWGuJY2Q1X89RbJ12t8fcMK4w4wYk6nnCiDfaEBcGJOhVGy3fFEh693qHuhaflr/aE0Aj6s9jwfSFBf5YKYO1rhh+j95F89b+zWfzicL567Sw8fUbS/txHyTn/cbLPnI4ezIJABnTphzbpPrRf/A6Z2x3pzajTE0Z4G6hrPp2cc72UzNvxJEKwn4anohJz1mLk37+qew59wWAqwx6e3FxI+BqDjnd44TKbrWlR/vT9SmK/csi7w0vlhfDbNZsojDncOyIPT1xgPbUVWZTY12RRHOuprej7ohfkfmxX7WjNKIMFEYtbP1pNlADpwbw6bUJDbReOjfv2v8i72ExpY/Mu9aKH1HmvorQVqidWc9B1thqltHeykgc+z0lp2M99kfo893NfYt44nILKCEsL8/nbmK7EJVRp4AQMAr/oD14dYg6RgIHtkYTsQoo+/w/hg8/j06KNfF9ezM03jqS7L4xHxoi//TsCZ9wKp98GJ98EHgOCYYSWyGikhlxXmkqn5nFCYx+XRFHq5+ouWAJPLzMx/PqEvhA0oNJO/D2sC/bqIjyXD2bG2nyO7JiZ7P1aIzdoUGqXkhdsX2f9pqaTFwilBLLyAiFMNdS2shuaE8eqp06aZ/cHGtemxqTkrrVruGZiFzINg2LbZtraddzV/sC9W/h6uEEDvfZANJl+9MsHJ6a3eGmU1sSVFt+8dSux8kSeslh5Pivn3UnfEbdR/I/r0TPyyDrjT7i+NNzzfoddspHy+bNwK4tof/bzdXobxuP1J4qPmzoiXab0nso5XWDPqs6ZVFyF/d9VGL/oj+gQREod6TFwTJtfZLXDHxOURy1KY1FM08OpPfKo9Nh868ZwvRqTD8six+8l2++BIid5Hl9DFsWTN/eUlrHrdnSHgoiF7TTw44RMzCsOT8mJFb14AFuDDjnpaRjtYnS+wY90QOigh0SL5vlTFGXPtKog1quvvsojjzxCPB7nwgsv5Pzzz9/XRWqUKhElM3AAesRBvycPXHAd6u+CX+pyc05/ytvb/OmrryiKxrih/6F0Cwdxgl6E4yJ1Ddf04Doaes4octofhXQdnjmqKzEbdCeGcLdRXmnhnPYHDN0g5Bf1BqfUkOtKk9Q6F+gYyWZU/qF8nLnviqMo9YkZNqZronUyMI7pnjjBfXklcv12AMSZfTGvG06hKTia9szfXMjUIbn88dMCCiptcoMGdwxtR5bfJuytmyk77PUxffhYbl60IyfW9OFjCXtVwldlN1wJ5TuNmFduJaY3kk/3MDArRNd0PyYaIX/ib5/etFM2x3Fxy+LJ8wot3YPexHQC222L+39cxnkX9yHb46UwHuP5H5dxa/vDydLV/rA/c12XPuMexqd1RosLXI8k6m5E1yHn/MeRrktc1ymPldPO0wkzlEn7kx+i8sf3KbU30eHiXmx5yko+6qf5BIVv1k0UHzzTxQq5dLjORDggdYmMWynn2HL9dqxHPkO/cTQb/urgCbvkXm+il0jsmTF8hZJe2SG8N/iwsiXbnBim8GBqOt64hqjeRYUu0AYG8IwMIIIastIl/lEE2YTHgZVm0Ih29NQDsrn2wI74IxInFqPCZ1HpWng9BmFvCISgPBzAc8MwNMflx1gl9333FUWxKE+e9QuyAn48Wmp7KF2JHZG4cdA8EPHEiToSQxeEvUaTOwG4UlISs7H3YB27EnddCqMVxKWDR+hk+0J1PtOe2NvlV5Q90WqCWFu2bGHGjBm89NJLmKbJL3/5S4YOHUrPnj33ddF2yxAhjK2x5EgaItOPeflgxCE5yOrklFDzzL4gPidG8LcGtw48iKqqAJ+tjZPeXfDkPJd0v+C0ww3mvB2juEKSGRJccJSX91e4jBtosuBbm9X5Opcdk8vrqy2WbYiTGXK44lgvHTM11bgoe6T2oe+gshyuWtWbr474hohHPUaltB6huBcqKlPaXOOCAdivrIKyGAhBTBjolbB8peT0/p3ICLg8fmw3Yo6DLiRe3SbDm4lWzyNJmhD0SA/z1OjxWK6DqemEvT7Vviq7JQ0N47Q+2HOW7qibEwcgjcZfWAQNmNShMyvnxIhtl3jbCSad0xnDaHzWYcdxkZuqcB5bhSyKIbK8iCv64HTyNymQZTkOH+Rv5oP8zSnTb3RVBuT9nfBm4S/xEJ8ZI149oJD/hs447aNsfW4CWRNns0330q4ihJj9PU5RDDfLS+DKsfxxwzsURT9nykXH0jPYHltInvhhI2cdk8vWOU4yUXxwosZNX6yhMGoxdUgX/rfxA846YBi9yK43Z1I8IgBJvERi2BqxmVUpI3rHZkYxbveRiZdyD8TLBWv/E03uZ4MuMjFODWI/WevYculgpOqh06J21Y7mBkyG5KRzS4dc4jO/xapu34KX9+ahovdZXLiGh4dfgm5l8ti7VvW1lMYvjk4DID8SwcJl56R+0pVEtrp8888d7W6nM3XuXJ2of/eP7E2PjECjzwNcKVlbGuHWj1ZTELGSObyaso5dibsua8q2cuun/yE/UkZeIJ37h5xBz/ScZglk7e3yt2V9+vRh1apVLbq9kSNHMnv27OS04uJijjrqKK688kquvfbaFitLjVmzZtG/f3+OOeaYRs0/ceJEJk+ezNChQxk7diyGYfDWW28l34/H44wcOZLRo0dz3333NWqdrSahwMcff8ywYcNo164dgUCAE044gTfffHNfF6tRzIjE3mkoWOvxJZgT+qY+z33eYOxXJLJQojs6umvy+HsWw3sbPDkvEbQ6boDBnA8TrwGKKyTPfhhjWK/EPMceYlBcIXnivcS0mnkeezdGRZXq76zsmfq6zHev8NedqCj7kBaP12lz7WeXYozrhXH+oVj/2oDuOIhKGNXd4B8LHPzCJNtv0CnkIzfoJ+xLrzeAldyGEGT5/OQFQmT5/Pv9SZvSOMIleeEF1XVzzlJEE+4DyAoPK19MXEgBxLZLVr4YQ1Y0/r6jWxYnXh3AApBFMeKPrcIta1pyH1PXyQsEUqblBQIY6tHa/Z6IJAJYtYNE8ZkxtFiih15lei5VleCf/WNKPXQe/Y4LcgexbPtmfvXFMxQYVUz6eDnPflfA1LVr2D4xTu7tXiovdLl97RqWF1dQELH446c/MrHnscQjku/ekYiJg1POsfULBlP0XqJsnrAAl5SBkGrKKByBVQpBKfjhP6n7mebEkwEsqN5/n1yC5qikWC1pV+3ozYe34+aenYk/vlP79vhqru9yAvlVJWypiPLYu6nXUi8sgIt7H0peIIC9fR12VUnKNu2ITAawIFEfNr3kcGXPLsn8WyWx1BHid6UkZicDQMBPWseuFEYrkgEsgPxIGbd++h8KoxW7WbJx9nb5laZZt24d27dvT/799ttvk55e90mClnL99dc3OoBVn2g0mhIIXLRoEaKJ59mtpifW1q1bad9+R26SnJwcli5d2ujlly9fvjeK1SiDuh5U/wgYgOesYWgdwN0E1j8l7trE3SpXl8RsQXGFRNNEsqENene8rlFcIZPTteq7QTXTas9TWWXx3bcr9vjzLFmyZI/Xsa/81LIPHjy4mUuye/uyzjYk5ZJeJupht0o/y9tV8tVXX+E4rf/ue1uuv9D48u/PdXZQ14PrbXNFdgDr6e+R6yrRzjwA3RCkeRLto2XHWbLkq31U4oa15fra1LLvD3W2obqJ4zb6++p74KDkhVSN2HYJbuO/8wFd+yUv8JLlKIpBvOFy1DfdHwhw7xHD+M1nn5AfiZBX/feWdetYH4k0qix7Q0vtN/tDnf2pBnQZSLyeIJEWT5yb2lKSIXz11sNsfUdgtMK2khfKy4sruKr4W/42+mCuXvxtynIFEQtNeAhpATavcrErDA745TC8IYnHp7PtVUlsg4snLMg+14vUEwMg7Tyit9RANwQ6os5+huvWv/+6jd9/97WfQ53dVTt6/eJH+Xj4nfXWK69MBNcDeqDea6lM0889g/pRtPAuwqP+wLJv1yff79WlX73tbicj0WGgIGJRURVl/YpljfoM2d17Jet1jd2toyl1LKdP92QAq0Z+pIy46zRLXf0p5W+K2mXcW3VWui5UlkDcAo+ZzBndXBYvXsxjjz2Gz+dj7dq19OnTh+nTp7N161YmT55Mr169+Pbbb8nKymLWrFm0a9eOBQsW8Je//IV4PE7nzp25++67CYfDjB07lgEDBvDtt9/y/PPPk5WVlbKtY445hvfee48JEyYA8Oabb3Lccccl3//qq6+YNm0asViMcDjMH/7wB7p168bEiRM55JBDWLJkCcXFxUydOpVRo0ZRUFDAzTffTGlpKb179+azzz5jwYIFVFVVMXXqVFatWoUQgksuuYTTTz+dl156if/85z9s376dMWPGsHXrVoYMGcKZZ57JjBkzWLRoEaWlpeTk5DBjxgyys7N3+d0df/zxvPXWW/Tp0weA119/nRNOOIFoNLrL5WprNUEs13VTInBSyiZF5Pr374/Xu29yP7nVXV3rDAUrNESGietIrDmJu1UiW+C5wYfeThCIaWSGHFw38dhgcYWkMrbjdY3MkEhOd6ufB6+ZVnueoN/c44ZgyZIl++QA2BzaWtn3ZZ2t19rFKT2xiryVbPdqdIkk7qoOHDhwHxWs8dpaHdhZay9/a6mzbnG0/iHVC6LIdZWILC8uAseWlDuJ9jHgNVrdd9vaf+9daStlb+k621DdRNca/X1VbXfxtku9wPa2E6A1/mTfLrEQWd6UCz2R5QVP/eXY1e/pSsnsMcdiuw6GphP2etF2c4K6N7WVuvdTtZZ2dndixfF6g0SuJ/G3VlZAiWxHVj31sNDZEQAttSPkBsyUC+Yqx6kzLTdg4so4FW4Ebzs/5Zsky+Ym3svsI+l+ikloLNhRyYbPLbqdaOC5yovzyI7zb/0qL5GYi2MnnibbeT9z0Oo/tjRh/90fNXed3VU7mucPExMORj31KiYSN1ojToTMkL/OtVSW4bBx3l3EI0X4AiEGD+6WfN+qcPG2i9Zpd4vtRM+j3IBJyO+jWyPrQVHUqrcON7SOprZrBdWPENYOZOUF0vFoerPU1aaWvylaog2Xrovcshb7mVugJB/CeRiTHoAOPZo1kPXll1/yxhtvkJOTwznnnMNHH31E7969WblyJffccw99+/bl2muv5dVXX2X8+PE8+OCDPPPMM2RkZPDPf/6T6dOnM23aNACOPvpoZs6cWe92xo0bx6OPPsqECRMoLCwESHb+sSyLKVOmMHPmTAYMGMAbb7zBlClT+Pe//w2Abdu88MILzJs3j1mzZjFq1CimTZvGuHHjOP/883nnnXd47bXXAHjooYcIh8O89tprFBcXc/bZZ3PQQQcBidRPr7/+Oh6Ph9tuuw2AH374ge+//55//vOfaJrGrbfeyiuvvMLFF1+8y+/txBNP5K677uK6667DsixWrlzJxIkT+fTTTxv93beaxwlzc3PZtm1b8u9t27aRk5OzD0vUeFZQYFyW2q3ZuGwwrmnwyRcW8+dZRK/y4n0wgPE7H3oXga5rhPyCK471smi1zaVjvWSGBO8stZl4VOI1kMyJ9cl3iXneXWaTGRJcdkxiWs08VxzrJeRXj7soP42s7nWl1QpilZoRNgS30iXS+k+mlf2LFQLjssNT29yJA7Hf2ozI8mJc0Qdb6MggzP/eVu2j0mLqrZuXHY4Vavw6RCjOQed4E4ErEhdSB53jRYQa/0iTlu7Bc0WfROCKxAWe54o+aOlNv3eZeLTWR24gSJZP5YZTEmQaeG7wIrIT9SFxk9ZL3E2MVqh9+iyhjABVl3RJqYf6lb14tuBLIHHR3THg586h3cgNmEDiQjnTK+pMmzqkC3PWvIsnIOg0wU3ZP7ocbbJ2nsXXz0RZ+7ZF9pEmEQ3iYXCu8CLu8uNc4cUKJkaiMzOgUki6nZG6n8V1D8blO53PXz4YO009PtuSdtWOPjj0Qv5e8CGey3untm+X92bWj2+R5w/TIeTjimNTr6UuOSrGpnnXEY8U0XfcnzH84ZRtGgFB31+m1odOZ+o8uubHZD6osLfxo3aHvQb3j+ydUoebuo5dyfaFuH/IGeQFEo+U1eTEyvY14WCzC3u7/HtdZcmOABZASX7i78qSXS/XRL169SI3NxdN0+jRowelpaUAZGVl0bdv3+Q8paWlfP311+Tn5zNp0iROO+00nnvuOX744Yfkug499NAGtzNo0CDWrVtHeXk5b775JieccELyvfXr15Oens6AAQOARMBrw4YNlJeXA3DUUUcly1HzSOLChQs57bTTADjuuOOSjyZ+8sknnHXWWQBkZmZyzDHHJANLffv2xeNJPYfo1q0bv/71r5k7dy733XcfX331FZFG9NLu0KEDoVCItWvXsnDhQkaMGLHbZXbWanpiHXnkkTz00EMUFxfj9/t5++23ufvuu/d1sRrF5/UR7QDmjcPBcUHXsAKCGDYDjjWRrkBoEjfgYtb68TUh6JipcewhJhKXG8f7cFwwdJcbx3txXUEiWCw5Z7gX0+My/jCT0zQI+OC8EV7iw8Gj0eDohIrSGIs3rwRS81xuNxw2+gIcUuJDdzQW//gtQ7scvG8KqCi1+Ewf0Vwwbzwy2ea6moZxSW/QNGxDQwM0AeeO8Kr2UWkx9dVNK5SY3uh1eEzIseh/kQ9cQEsEtnwes9Hr0HUtkcT95v7J0QnFTxidUFEa4jM8RDvF0X/nTY5O6KZJfLEAHa9+DaGbEMigwhtF3HwQHicx+p9MM7it/fFMcY/B1HTSDR8hI8LfxvTBlQKPJhAihiG8PHlMP2xX4tFAEuXi3mPw6h48AcHBv/KguzoIAbpLj3Fe3BNBCrANCXoc16uhez0IBwxNgCaRmiSqO/hcHeGV9L3Ih5DgMRKBjFhaAKPW/mun6fiMNnLh/jOxq3a0p9GBrF5HUS4h7aZ+CEeCLqjwWVySPYar+h6fGJ0QwS2n+Ii7ieskr7DJPf5eNN3E8IcRO+XEFJogkKNx6KW+lNEJ787q+ZNG5tOEoEdGgCeP7bdXRvfzaBo903N4fOT5e2V0wr1d/r0ubu0IYNUoyYd48+b0qt0DUQiR7BRQ33THcTjssMN49NFHAYjFYlRWVta7rp0JIRgzZgzvvfceb731FrNmzeK5554DEk+z7axme7XXW/sJN13Xk2XdebmG1uPz1T2PWb58OTfddBMXXXQRJ5xwApqm1bve+px44om8+eab/PDDD1x00UWsXLmyUcvVaDVBrA4dOnDjjTcyadIkbNvmrLPOSkYU2wKf1wfeHV0kfYCPmv81TBOC9IAgtVNcQw1Q6vT0QAOzKUoTSCmZuew94Aj6lNWqVDKNjX4fHinIrWrH9R9v4aKse7hs7K3oWqtpOpT9lM/0QeaONrd261hzz1wNSaDsCzvXzcaHr2qtw2NCu9pTGh/AqqHrGnq46cspSmP5DE9KXQfASM3lkuEL1TkXzvKk9hZp7985QXF9e413F7PUd96sN7gq/y4uf3yaAZlG8jOpPlj7RkPtqCY0snyJkQZrH+Qz8JKx0zoS11c75qDOHKmEJjBDO5Yxf0K7W1uiF+vea4M9mkZuYO8l997b5d+rPCaE81IDWeG8RLR6Hzn00EOZOnUq69at48ADD+Rvf/sbW7ZsafRofOPGjePee+8lLS2NzMzM5PTu3buzfft2li5dyoABA3j99dfp2LEj7dq1a3Bdw4cP59VXX+W8885j/vz5lJUlHksdNmwY//rXv5g6dSrFxcW89957PPTQQw2OxvjZZ58xZMgQzj33XEpKSvjggw84/vjjG/V5TjzxRC699FJM06Rv375tN4gFcMopp3DKKafs62Ioyn5lQcEa1kYr8QBHFKYDibsUAsGGYAHILA6s0NkUyOTp4mEEljzKpCMm79MyK4qiKIqiKIqi1BEMY0x6oG5OrGB498vuJe3bt+eee+7hhhtuwHVdOnTowAMPPNDo5QcOHMi2bds4++yzU6abpsmMGTO4++67qaqqIiMjgxkzZuxyXXfccQe//vWvefHFFznooIOSjxNec8013HXXXZxyyik4jsOVV15Jv379GgxinXTSSUyePDkZv+nfvz8bN25s1Ofp0KEDaWlpDBkypFHz76xVBbEURWlZUkqeXv0J7ZxKKiUMLAkBiefFe2/3cN/H3cmtgrsKc1ibFuO1biGecFzeKHqJnFA2vTIyOKFrN3plNBztVxRFURRFURRFaQlC06BDD8yrZyceIfQYzTY6YU1AZ+jQoQwdOjQ5vXaPqnnz5iVfX3vttcnXY8eOZezYsXXWWXv+hrYnhOD999+vd72DBg1i7ty5dZadM2dO8nXnzp2T23nrrbeYOnUqPXv2ZMWKFaxevRqAUCjE9OnT66znzDPP5Mwzz6z3s9a33V2Vo/Znff755xvcxu6oIJai7Me+KPqRZSWbOal8HXkb2tO9yAajFLQqsoVFldfBNjU0aZKH4IY1IS5dl8f83HTe65LPu76t/OubVQzv2olrDjmUzqHmSSipKIqiKIqiKIryUwhNg7Ss3c+4H+rWrRtTpkxB0zS8Xm+byUNemwpiKcp+qryijA/+8wkPf3cEB5cejUdbiwgmhtKVUqNS97IsM4Y3nsbBZQKdGLavjDQpObkQTi70UNOEOJQS1ReyUdeJ6oKYLqg0daoCXqJpXuw0g1jQA34d09DwGgKvKTA9AtOj4TU1DI/AMDQ8hsDwaBiGjsejYZo6hqGj6RoSDV036iTkVBRFURRFURRFUXZt1KhRjBo1al8XY4+0+SBWTQZ8y7L2cUl2iMVi+7oIe6Qtl39Pym6aZsrIDXvLrupswfdvESnfBNJFIhP/SrnT3y4gkdKlqKwLpZW5ALiuxHElG+MGgUpJr+I4mguaBM0FX1wju8KHz3XwOTamjHG1CAJV2B6XKtpR5EtDi2sUBNKIGjrL2wcBWJ8BQ/Kh1JSsCsdIi1Vx6NY4WVUWGg6asAloNgERB2En/tOqEMUVKZ/PlRq28GFpXqo8Hor9OramU6bpuAgQIBFUekxWtctD1vo9XOJIJK6IIJFI4SBxkbgIHIRwkWTyzmdrAQeErP7XQeAihEuaiBHAQgiJEC6acBOvNYkmZMp0qssjYMe/1f/XNIe8dksxjBgCkRgdCZEMriX+rV6++rWonifltdASi1a/rti6jW+dxcl5MtofQmbe4Q3WpdZQZ1uD/bXN2td+Stn3tzrbln5fVdb67W919qdqS/WnsdrqZ/q51dm2+js01f7yOaHuZ22pOqv8fAjZ2HEQW6ny8vLkc5yKsif69++/y+FNm8uu6qymaQQCDQ07ufOuKgGJ3x+o9ZZECIFhGHg8HgRaYq7qQJjQdEzNQHNFIn97DNyIixV3cC2JtAQSFzMukR5BLL7TFnWIa5KY7YIAQxcYukDXBJoGDi4aoGsamiYQGrgCpJC4hkB6AI9A6gKhicR2ITGEfE1cpzooZFl2otyi5pO6uCIxzKsudDyaQEdPjEnkSlzpUHP4qx14EskJICXYdqz6PbnjjZrldjp+ipr3RepUANu2iMfjO70v6sxXV9MO0hUVFQ2+1xrqrKI0haqzSluj6qzS1qg6q7Q1LVVnlZ+PNh/Ecl2XyspKDMNQEVxlj7TUXQBVZ5Xmouqs0taoOqu0NarOKm2NqrNKW6N6YilN1eaDWIqiKIqiKIqiKIqiKMrPn8qOrCiKoiiKoiiKoiiKsguLFy9m0KBBnHbaaZx66qmMGzeOp59+epfL3HHHHSxbtoxly5Zxxx13pExTfhrVE0tRFEVRFEVRFEVRFGUXFi9ezMMPP8ycOXOARO7a8ePHM3v2bHr27LmPS7f/aPOjEyqKoiiKoiiKoiiKogBI6eJWliAdC6GbaMFwchTx5hSLxdB1nbS0NJYuXcq9995LNBolHA7z+9//ni5dujBx4kQmT54MkAyA1Z722GOP4fP5WLt2LX369GH69OmYpskzzzzDs88+S1paGt27d6dr165ce+21zf4Z2iIVxFIURVEURVEURVEUpc2T0sXetoZt/5qCU5qPnpFH+7P+jNG+Z7MEspYvX85pp52G67ps2LCBcePGEQ6Hueyyy3j00Ufp2LEjH374Ib/97W/5+9//vtv1ffnll7zxxhvk5ORwzjnn8NFHFzhrLwAAIABJREFUH9GxY0eee+45XnrpJQzDYOLEiXTt2nWPy/5zoYJYiqIoiqIoiqIoiqK0eW5lSTKABeCU5rPtX1PInfQ0eihrj9ffv3//lMcJL730Up544gl+/PFHrrrqquR8FRUVjVpfr169yM3NBaBHjx6Ulpbyww8/MGbMGEKhEADjx4+nrKxsj8v+c6GCWIqiKIqiKIqiKIqitHnSsZIBrBpOaT7SsZp9W6FQiHHjxvHuu+/SuXNn/vvf/ya25zgUFhY2ah1erzf5WgiBlBJN03Bdt9nL+3OhRidUFEVRFEVRFEVRFKXNE7qJnpGXMk3PyEPoZrNvy3EcPv30UwYOHEhpaSmff/45AP/+97+5+eabf/J6hw8fzvz586moqMCyLN5++22EEM1V7DZP9cRSFEVRFEVRFEVRFKXN04Jh2p/15zo5sbRguFnWX5MTSwhBPB6nT58+XHXVVYwdO5Zp06YRi8UIhUL86U9/+snb6N27N5MmTeIXv/gFgUCAcDic0mNrfyeklHJfF0JRFEVRFEVRFEVRFGVPtdTohE3x7rvvMnfuXB577LHdzrtu3Trmz5/PRRddBMBVV13F2WefzdixY/dyKdsG1RNLURRFURRFURRFUZSfBSG0Zkni3lxef/11pk2bxu23396o+Tt16sSyZcs4+eSTEUIwcuRIxowZs5dL2XaonliKoiiKoiiKoiiKoihKq6cSuyuKoiiKoiiKoiiKoiitngpiKYqiKIqiKIqiKIqiKK2eCmIpiqIoiqIoiqIoiqIorZ4KYimKoiiKoiiKoiiKoiitngpiKYqiKIqiKIqiKIqiKK2eZ18XQFEURVEURVEURVEUpTX7/e9/zxdffIFt22zYsIEePXoAMGnSJCZMmFBn/nfeeYdVq1YxefLkli7qz5qQUsp9XQhFURRFURRFURRFUZTWbuPGjUyaNIl58+bt66Lsl1RPLEVRFEVRFEVRFEVRfhakdIlHSpCOhdBNPIEwQuy9TEr5+flMnTqVsrIyCgsLmTBhApMnT2bu3Ll89dVXdOvWjcrKSm688Ubmz5/PTTfdxKeffoqmaZxwwgn84x//YNGiRTz99NNEo1Fs2+bee+9l4MCBnHvuuRx22GF8/vnnlJSU8Lvf/Y6RI0futc/SFrT5nFhSSmKxGKpDmdJWqDqrtDWqziptjaqzSluj6qzS1qg6q7RWUrpEC9fw3QsX8u1TJ/PdCxcSLVyDlO5e2+arr77Kqaeeyty5c3n55ZeZPXs2paWlyfdHjx7NokWLAPjkk08wTZNvv/2W9evXEw6HycjI4MUXX+Txxx/nlVde4aKLLuKJJ55ILu+6Li+88AK33HILs2bN2mufo61o80Esy7JYvnw5lmXt66IAsGLFin1dhD3SlsvfVsre2upsbW3lO2yIKv/eoers3qHKvve0hjrb2r+j2lRZ973WUGd/qp/jb/Jz/EzNrSXq7P7yO+wvnxNa5rPGIyWse3UKdlk+AHZZPutenUI8UrLXtnnZZZeRk5PDk08+yb333ott20Sj0eT7vXv3pri4mPLycpYsWcJ5553HZ599xoIFCxgzZgy6rvPwww8zf/58Zs6cycsvv0wkEkkuf9RRRwHQq1evlODY/qrNB7Fam9qVtS1qy+Vvy2VvLdr6d6jKv/9py9+ZKvvPW1v6jlRZlT3xc/xNfo6fqS3aX36H/eVzQst8VulYyQBWDbssH+nsvYDrtGnTeP755+ncuTNXX301GRkZdXopjhgxgrfffhvTNDn66KP59NNPWbBgAaNHj6aiooKzzjqLzZs3M3ToUCZOnJiyvGmaAAghVO9HVBBLURRFURRFURRFUZSfAaGbGOl5KdOM9DyEbu61bX788cdcdtllnHjiiXz33XcUFhbiOE7KPKNHj+bRRx9l8ODB9O/fn1WrVrFp0yb69OnD999/j2EYXHnllRxxxBG89dZbdZZXdlCJ3RVFURRFURRFURRFafM8gTAHnvLn5COFRnoeB57yZzyB8F7b5hVXXMGUKVPw+Xzk5eXRt29fNm7cmDLPsGHD2LJlC0OHDkXTNHr37k1ubi4Affv2pWfPnpx44okIIRg5ciTLli3ba+Vt61QQS/l/9u48PIoqe/j4t6qT3hJCmhBMBEQlCsimAxhBWYxR1giI44LC6OioI6DiILIElVEUEMR1FJeZn4A6IqKICqJGUBYBGV8RJuqAgqJNhBDI0mu66v0jpKQlQEK600vO53l8TCrd1bepU+fePl11rxBCCCGEEEIIEfMURcXaPIuzrn45bKsTtmrVioKCAuP3oUOHMnTo0KMel52dzR//+EcAbDYbW7duNf727LPPGj8nJCTw+OOPBz03Pz8fgNdee83Y1qZNGz788MPQvIkYJkUsIYQQQgghhBBCxAVFUUlMSot0M0SYyJxYQgghYlJl2T5U16+RboYQQgghhBCigciVWCIu6ZoO5R70ygBKggmSrSiqEulmiTqS4yiO55enB5AG0HtgpJsihIgB0qfEDzmWjYccayHE70kRS8QdXdPRnSX4XihAP1CB0iwJ819yINMhnV4MkeMohBAiVKRPiR9yLBuPJLtdjrUQ4ihyO6GIP+Ueo7MD0A9U4HuhAMo9EW6YqBM5jkIIIUJF+pT4Icey0WiZ2lyOtRDiKFLEEnFHrwwYnZ2x7UAFemUgQi0SJ0OOoxBCiFCRPiV+yLFsPBIxybEWQhxFilgi7igJJpRmScHbmiVV3UcvYoYcRyGEEKEifUr8kGPZePgJyLEWUWvp0qVMmjSJqVOn8vXXX7Nx40ZGjRoFYGwT4SFFLBF/kq2Y/5JjdHrG/fPJ1gg3TNSJHEchhBChIn1K/JBj2Wj8fHC/HGsR9WbMmEHnzp1PuE2EjkzsLuKOoiqQ6cBy92BZySSGyXEUQggRKtKnxA85lo1HhcuF0k6Otag7Xdfwu0vQAj5Uk5lEmwNFCc/1O6NGjWLs2LHH3DZ//nysVis7d+6kXbt2zJkzB7PZHJa2NBZSxBJxSVEVSLEhXVxsk+MohBAiVKRPiR9yLBsPOdairnRdo6J4B/9dcTfeMieWJpmcM/AxktKywlbIOp4vv/ySFStW0KJFC6666irWrl1LTk5Og7cjnsjthEIIIYQQQgghhIh5fneJUcAC8JY5+e+Ku/G7SyLSnrPOOouMjAxUVaVt27YcOnQoIu2IJ1LEEkIIIYQQQgghRMzTAj6jgFXNW+ZEC/jqve8vvviCoqIiAHRdx2Q68SIDFovF+FlRFHRdr3c7GjspYgkhhBBCCCGEECLmqSYzliaZQdssTTJRTfWfh+rNN9/ko48+AuDbb7+ldevW9d6nqDspYgkhhBBCCCGEECLmJdocnDPwMaOQVT0nVqLNUe9933LLLbz99tsMHDiQ//3vf1x77bX13qeoO5nYXQghhBBCCCGEEDFPUVSS0rI4d8TLIV+d8IwzzuCNN94I2rZw4ULj5+zs7GNuA5g5c2a92yDCfCXWE088waBBgxg8eDD/+te/AFi/fj15eXlcdtllzJs3z3hsYWEhV1xxBf3792fq1KlUVlaGs2lCCCGEEEIIIYSIM4qiYranYW2SidmeFpFVCUX4hO1obtq0ic8//5x33nmHN998k4ULF/LNN98wZcoU/vGPf/D++++zbds21qxZA8A999zDfffdxwcffICu6yxevDhcTRNCCCGEEEIIIYQQMSZsRazzzz+fBQsWkJCQQHFxMYFAgNLSUtq0aUPr1q1JSEggLy+PlStX8vPPP+PxeDj33HMBuOKKK1i5cmW4miaEEEIIIYQQQgghYkxYr6tLTEzkySefZPDgwfTs2ZNff/2V9PR04+8tWrSgqKjoqO3p6enG0pVCCCGEEEIIIYQQQii6ruvhfhG3281tt91Gjx492L17N48++igA69at45///Ce33347c+fO5dVXXwVg165d3HbbbbW6Gsvr9bJt27awtj8a2ex2ktNPQTeZUAIByvcV4Xa5It2smNWtW7cGe61Yi1mJtegkMQvpq24BoHjAi2iaFuHWiBORmK09ybvRQWI2esk5UrN4iVk5vo1HQ8asiB9hW51w586d+Hw+OnTogM1m47LLLmPlypWYTCbjMfv27aNFixZkZGSwb98+Y/v+/ftp0aJFnV6vU6dOWCyWkLX/ZG3ZsiXsJ6Om6+w8VM6d67bidHnItFuZfWEX2jdNRlWUeu27IdofLrHW9miJ2SP9/t8wnLEWDrEWA78X7e2Ptpj9cVXV/88777zINuQkRfvxPp5YaXskY/Zk/40ikXdj5XhCbLX1ZERbnq2Nhj4mDXGOxHuchVKoYzbWxp6h0JjirTG9VxE+YbudcM+ePeTn5+Pz+fD5fHz88cdcc801/PDDD+zevZtAIMC7775Lnz59aNmyJRaLhS1btgCwbNky+vTpE66mxbwSr4+JhxM7gNPlYeK6rZR4fRFumYg3EmtCCNGwJO8KcXxyjsQ3Ob5CiBMJ25VYffv2ZevWrQwbNgyTycRll13G4MGDadasGePGjcPr9dK3b18GDBgAwJw5c8jPz6e8vJyOHTsyevTocDUt5vkCmpHYqzldHvwBuZ1GhJbEmhBCNCzJu0Icn5wj8U2Or4h2K1eu5Pnnn6eyshJd1xk6dCg333wzf/nLX3jooYc45ZRTanxeTk4OCxYsoFWrVg3c4vgTtiIWwLhx4xg3blzQtp49e/LOO+8c9dj27duzZMmScDYnbphNKpl2a1CCz7RbSTSFdZ5+0QhJrAkhRMOSvCvE8ck5Et/k+IpoVlRUxKxZs1i6dCkOh4OKigpGjRrFGWecwQsvvBDp5jUakg1ikMNiZvaFXci0WwGMe8UdFnOEWybijcSaEEI0LMm7QhyfnCPxTY6vCAVd1/C6inGXOfG6itH10FzJV1JSgt/vx+OpKrImJSUxc+ZMsrKyyMnJYc+ePXi9XqZMmUL//v0ZMmQI77//vvH8Z555hmHDhtG/f3+++uorAEaNGsXGjRuBqimZcnJyAPjuu+8YNWoUI0aM4OKLL+a1114D4KmnniI/P59Ro0aRk5PDs88+G5L3FkvCeiWWCA9VUWjbNJkXL+mOP6CRaFJxWMxxO9mhiByJNSGEaFiSd4U4PjlH4tuRx7fc7SHZZpXjK+pE1zXKDuxgy6q7cZc7sSVn0u2yx2jSLAtFqd81PO3bt+eSSy4hNzeXDh06kJ2dTV5eHm3atDEes3DhQlwuFytWrKC4uJgbbriB3NxcALKysnjkkUdYtGgRL730Ek8++eQxX+uNN97g9ttvp2fPnvz0009cfvnlXHvttQB8++23vPLKK5SVlZGbm8t1111HSkpKvd5bLJErsWKUqiikWS1kJNlIs1oksYuwkVgTQoiGJXlXiOOTcyS+VR/f/d/vkOMr6sznLjEKWADucidbVt2Nz10Skv1Pnz6dgoICrr32Wn755ReuuuoqVq1aZfx98+bN5OXloaoq6enpvPfee5jNVVcSHlnMKik5fnsmTZqE1+tl/vz5PP7447hcLuNv2dnZmM1m0tLSSE1NpaysLCTvLVbIlVhCCCGEEEIIIYSIeVrAZxSwqrnLnWiB+q9wuXr1alwuF4MGDWLEiBGMGDGCxYsXB83tnZCQgHJE4XX37t1kZmYCYDKZAIL+DqDrOgCVlZXGtrvuuouUlBQuvvhiBg0axLvvvmv8zWKxGD8rimI8v7GQK7GEEEIIIYQQQggR81STGVtyZtA2W3Imqqn+86pZrVbmzp3Lnj17gKriU2FhIR06dDAe06NHD95//310Xae4uJjrr78en+/YBTSHw8GOHTsA+Oijj4zt69at44477iA3N5dPP/0UgEAgUO/3EA+kiCWEEEIIIYQQQoiYZ7Y56HbZY0Yhq3pOLLPNUe99X3DBBYwdO5bbbruN/v37M2DAAEwmE2PGjDEeM3LkSOx2O5dffjk33HAD06ZNIzk5+Zj7vPnmm3n11VcZPny4MWE8wLhx4xg5ciSDBg1iy5YttGzZ0iieNXZyO6EQQgghhBBCCCFinqKoNGmWRa+hL6MFfKgmM2abo96TulcbPnw4w4cPP2p7QUGB8fPf//734/49Ozub7OxsALp06RK0guHYsWMBuPHGG7nxxhuP2s+4ceOOud/GQopYQgghYpqu60fNLSCEEEIIIRonRVGx2NMi3QwRJnI7oRBCiNima5FugRBCCCGEEKIBSBFLCCFEjGtcK7IIIYQQQgjRWEkRSwghRGxrZMsKCyGEEEII0VhJEUsIIURskyKWEEIIIYQQjYJM7N4AdE2H8goIBMBkguQkFFUmIRaNl5wTIpR0XUOiR4jwkHwtYpHEbXxIstvRS8vlOAohgkgRK8x0TUffuw//S0vRS0pRHCkk3nQFZKRLEhaNkpwTIvTkSiwhwkHytYhFErfxQdd0zkxqiu+JRXIcRdSYPn06//nPf/D7/fz444+0bdsWgKuvvhpFUbj22mvrvM+pU6dyzTXXAPDvf/+bGTNmhLTN8UiKWOFWXmF0ogB6SSn+l5ZivvN6SEmOcOOEiAA5J0Soye2EQoSH5GsRiyRu40N5BfrL78hxFFHl/vvvB2DPnj2MHj2aZcuW1XufRxatOnfuXO/9NQZSxAq3QMBIvtX0klIIyJLwopGSc0KEmi6xI0RYSL4WsUjiNj7IcRT1oOsaHk8JWsCHajJjtTpQlPBNB/7UU08BMG7cOBYtWsSyZctwu90kJiYyd+5czjzzTHJycrj88stZu3YtbrebWbNm0alTJ0aNGsXYsWMBePrpp1m4cCGjRo2ic+fObNmyhQMHDpCfn0/fvn3Zu3cvEyZM4NChQ5x99tls3ryZTz/9NGzvK1pJESvEbHY7xZ6D+DQ/ZjWR1MREFEdKUBJWHClgkjn1RWzTdI0Sb6kR6w5LCmptOgeTSc4JEVpyJZYQ4WEyQacsynq1x59sIbHcS5P130i+FhF1wvGHjDPig+QfcZJ0XeNQyQ4+KxiPq9yJPTmT3jnzaOrICmshC6C8vJyPPvqIhQsXYrVaeeKJJ3jllVeYNm0aAKmpqSxZsoSFCxcyf/58o/hVE7/fz+uvv05BQQFPPPEEffv2ZcaMGQwcOJDrrruODz/8kHfffTes7ydaSRYIIU3XoIWZP62dxpCP7+BPa6exM7Af061/rOo84bf7uZOTItxaIU6epmvsKP0pKNZ3lP5UdQ6cSHISiTddIeeECB0pYgkRFlqSjR+Hn8eNe54l78t8btzzLD8OPw8tyRbppolGqlbjDxlnxAXJP+JkeTwlRgELwFXu5LOC8Xg8JWF/7eTkZObOnct7773H3Llz+eSTT3C5XMbfe/fuDcBZZ53FwYMHj7uvmh67bt06hg4dCsCll15KSkpKON5G1JMiVgiVeEuZ+OXjON37AXC693P35jkcTDFhvvN6LNNuw3zn9SgyIaGIcSXeUu7ePOeoWC/xlp7gmaCoCkpGupwTImR0mdhdiLA46C/j7i2PBef6LY9x0F8W4ZaJxqo24w8ZZ8QHyT/iZGkBn1HAquYqd6IFfGF/bafTydVXX01ZWRl9+vRh+PDh6Ed82WqxWABQlBPno5oeazKZgvbXWEkRK4R8mt9ItNWc7v34tUqUlGQUR0rV/6UTFTHuWLHu0ypr9XxFVeScEKEjc2IJERb1zfVChFptY1LGGbFP8o84WarJjD05M2ibPTkT1WQO+2t//fXXtGnThhtuuIHOnTvz0UcfEQgEQrb/nj17snz5cgDWrFlDaemJLyCIR1LECiGzmkimrXnQtkxbc8yqTD0m4ovEuogGP1pS2NCkZaSbIUTcklwvoo3EZOMhx1qcLKvVQe+ceUYhq3pOLKvVEfbXvvDCC9E0jUGDBjF8+HDOOOMM9uzZE7L9T506lVWrVjFs2DBWrFjRaG8nlCwQQg5LCrPPu8u4pTDT1pzHekzAYWmcwSXil8OSwmM9JhiX9Eusi0gYf+YAAK6UK7GECAvJ9SLaSEw2HvK5SpwsRVFp6sgid/CCsK1O2KpVKwoKCozfx40bZ/z8r3/9q8bnHPn47OxssrOzASgrK8Nut9O5c2dj28KFC2t8rQ8++ID8/HyysrLYvn073333XcjeUyyRIlYIqYoKv/p4+aIH8WmVmNWE2q/YJkQMURWVrJTWEusiOsjcAEKEheR6EW0kJhsP+Vwl6kNRVGy2tEg344SuvPJKrFYr7dq1q9Xj27Rpw913342qqlgsFh588MEwtzA6SRErxNwuF2nW1Eg3Q4iwUxVVYl1EBZngUojwkVwvoo3EZOMhn6tEvFuyZEmdHt+3b1/69u0bptbEDillCyGEiHFSxBJCCCGEEKIxkCKWEEKImKZroVv1RQghhBBCCBG9pIglhBAipgU0mdhdCCGEEEKIxkCKWEIIIWKaFLGEEEIIIYRoHKSIJYQQIqZputxOKIQQQgghRGMgRawYoekaxZ6DOF37KPYcRNPlygPRuMg5II6lUopYIopU56rmbTMkVwkRJjImiG+SR0W02rNnD+3atWPdunVB23Nycvj666+ZOnVqSF9v6NChId1fvEgI586ffvppVqxYAVQtBzlx4kTWr1/PI488gtfrZeDAgYwfPx6AwsJCpk6dSkVFBd27d2f69OkkJIS1eTFD0zV2lP7E3Zvn4HTvJ9PWnMd6TCArpTWqInVIEf/kHBDHo2myOqGIDpKrhAg/Oc/imxxfEe0SExOZNm0a77zzDsnJycZ2h8PBjBkzQvpay5YtC+n+4kXYMsH69etZu3Ytb731Fm+//Tbbt2/n3XffZcqUKfzjH//g/fffZ9u2baxZswaAe+65h/vuu48PPvgAXddZvHhxuJoWc0q8pUYiB3C693P35jmUeEsj3DIhGoacA+J4dPmGVkQJyVVChJ+cZ/FNjq8IBV3XcLmLKSt34nIXh3Ss2KJFC3r16sWsWbOCtm/atIlRo0YBMGrUKGbPns3VV1/NpZdeatQ89u7dy/XXX09eXh5/+9vf6NOnDwDjxo3j8ccfB+C5557jzjvvBKBdu3YAFBUVcdNNN3HVVVfRr18/nnjiiZC9n1gUtiJWeno6kyZNwmw2k5iYSNu2bdm1axdt2rShdevWJCQkkJeXx8qVK/n555/xeDyce+65AFxxxRWsXLkyXE2LOT7NbyTyak73fnxaZYRaJETDknNAHE9AbicUUUJylRDhJ+dZfJPjK+pL1zUOHNzBOytH8/rbg3ln5WgOHNwR0kLWpEmTWLt27VG3FR7J7/fz+uuvM3nyZKPoNGPGDAYOHMjy5csZMGAARUVFADzwwAMsXbqUDz74gMWLFzN9+vSgfb377rsMGTKExYsXs3z5cl5++WUOHDgQsvcTa8JWxDrrrLOMotSuXbtYsWIFiqKQnp5uPKZFixYUFRXx66+/Bm1PT083DqgAs5pIpq150LZMW3PMqtxuKRoHOQfE8ei63E4oooPkKiHCT86z+CbHV9SX21PCh6vHU17hBKC8wsmHq8fj9pSE7DWSk5N58MEHmTZtGuXl5TU+pnfv3kBVXeTgwYMArFu3zpjn6tJLLyUlJQWAtLQ0Jk2axB133MF9991Hampq0L5uuukmMjMzeemll5gxYwZ+vx+32x2y9xNrwp4N/ve//3HrrbcyceJETCYTu3btMv6m6zqKoqBpGoqiHLW9LrZt2xaqJtfbli1bQro/m93O7PPuYuKXjxv3hs8+7y6KfnCyy7UzpK8FoW9/QzrZtnfr1i3ELTmxaIrZI0Xj8a/LORCN7a+L2rZfYvY333//PT87Y7Mjj+V4rWvbG0PMNnR/HUqxFIsN1dbGELOh0pDx01DnWSydE9XiIWZjOY/WRyzG28k68r2GI2YDAZ9RwKpWXuEkEPCF9HUuuuiiGm8rrGaxWACC6homk+mYX75+//33pKWlsW3bNvr16xf0t5kzZ/LTTz8xZMgQcnNzWb9+faP+EjesRawtW7Zwxx13MGXKFAYPHsymTZvYt2+f8fd9+/bRokULMjIygrbv37+fFi1a1Om1OnXqZARKJG3ZsiUsJ6Oma7x80YP4tErMagIOSwpqWugvpAtX+xtCrLU9WmL2SNH8b1ibcyCa218b0d7+qIvZnz4CoPXpp9G6VZcIN6buov14H0+stD0SMVudq8o9FSRbk8LWX4dSrBxPiK22noyoy7O1EIljEu5xcbzHWSiFI2ZjMY/WR2OKt4Z4ryaTmeSkzKBCVnJSJiaTOeSvNWnSJPLy8oJqGcfTs2dPli9fzsiRI1mzZg2lpVVzvRUWFvLWW2+xdOlSRo4cSW5uLu3btzeet27dOqZPn84f/vAHVq9eTVFREZrWeOeEDVs2cDqdjBkzhjlz5jB48GAAunbtyg8//MDu3bsJBAK8++679OnTh5YtW2KxWIyq7LJly4xJzkQVVVFJs6aSaW9OmjVVVucQjY6cA+JYdFmdUESR6ly1f+deyVVChImMCeKb5FFRHzarg0v7zSM5KROoKmBd2m8eNqsj5K9VfVuh3++v1eOnTp3KqlWrGDZsGCtWrCAlJQW/38+kSZOYPHkyGRkZTJw4kXvvvTdon9V3tg0ZMoRFixbRqVMn9uzZE/L3EyvCdiXWSy+9hNfrZebMmca2a665hpkzZzJu3Di8Xi99+/ZlwIABAMyZM4f8/HzKy8vp2LEjo0ePDlfThBBCxBGZ2F0IIYQQQgAoikqz1CwuH7CAQMCHyWTGZnWghKAY2qpVKwoKCoK2XXTRRXz77bdA1QJ1AAsXLqzxOR988AH5+flkZWWxfft2vvvuOxITE1m2bJnx+AEDBhg1kur9DhkyhCFDhtS7/fGiVkWsffv2MXXqVHbv3s0rr7zCvffeyyOPPHLcW/7y8/PJz8+v8W/vvPPOUdvat2/PkiVLatns+KPpOiVeDz4tgFk14bBYUes4L5gQoSZxKWJBKFebEaK+qvMQKYoOAAAgAElEQVRm8zPPoNjjlrwpRITJWCb2SB4V9aUoKnZbWqSbcZQ2bdpw9913o6oqFouFBx98MNJNikm1KmJNnz6d3NxcFi1aRNOmTWnfvj35+fk8//zz4W5fo6DpOjtLS5iwoQCnq5xMezJzeubQNsUhCVtEjMSliBWa3E4oooTkTSGii5yTsUeOmYhnffv2pW/fvpFuRsyr1TV1P//8M1dddRWqqpKYmMg999yD0+k88RNFrZR4PUaiBnC6ypmwoYASryfCLRONmcSliBUB5EosER0kbwoRXeScjD1yzIQQJ1KrIpaiKEGz35eXlzfq2fBDzacFjERdzekqx6fJPC8iciQuRayQ/khEC8mbQkQXOSdjjxwzIcSJ1Op2wssuu4wJEyZQVlbGv//9b9544w0GDhwY7rY1GmbVRKY9OShhZ9qTsaoJFHs8+AIaZpOKw2KRy2hFg6mOyzSLjdFndyHFbMEdqMSqhm09CCFOiiZzYokocaz+3KyaGrwtVXPKeGUMIeLaieI8ms5JUTtHHrNOjnRGn90Fh8WGioqm65LHhBC1K2LddtttvP3222iaxvr167n66qv54x//GO62NRoOi5U5PXOC7v1+8sJL2e/xMnH9ZpwuN5l2G7N79aBt0xRJ3qJBOCzWqjh0+3joi6+C4rCpfBgSUUTXZU4sER1q6s/n9MzBYbE2aDs0XWfnoVIZQ4i4Vps4j5ZzUtRe9TF7/r//j6vaduLhL7ZKHhNCBKlVEWvixInMnj2bYcOGhbs9jZKqKLRNcfDPfoONlVPQFW7+bC1OlxsAp8vNxPWbeTHnItKs0vGK8FMVheQEC3d9sVniUEQ1uRJLRIsj+/Nyt5tkmy0iq2qVeH/7Egwkd4v4VJs4r2mMLSvdRbfqYzah6wXctnq95DERlb777jvy8vJ48skn6d+//3EfO2rUKMaOHUt2dnat9v3aa68BcO2119a7nfGqVkWswsJCdF1HkYQfNqqikGa1Gb87K1xG0ja2udz4A/JhTTQcn6ZJHIqoF5Ailogi1f35ru3/pU23bhFpgy8guVvEv9rG+e/H2CL6qYqCpiN5TEStN998kwEDBvD666+fsIhVV1K8OrFaTezeokULBg8ezOTJk3nooYeM/0T4mE0qmfbgDjfTbiPRVKtDJkRISByKWKAhtxMKcSTJ3aIxkDiPb3J8RX3oukaFu5jSCicV7mL0EH7h6ff7Wb58OXfddRfbt2/nxx9/BCAnJ4fHH3+cK6+8ksGDB7Nt2zbjOUuWLGH48OFccsklFBQUADBp0iSWLl1qPKZdu3YAPPXUUzz11FMha288qlUWOO+88xg0aBAtW7YkNTXV+E+Ej8NiYXavHkbyrr4P3GGxRLhlojGROBSxQAvIikVCHElyt2gMJM7jm8Ni4eHzz5PjK+pM1zX2HdrBKx+N5vnlg3nlo9HsO7QjZIWsNWvWcOqpp3LGGWeQm5vL66+/bvwtNTWVJUuWcM011zB//nxje5MmTXjrrbfIz8/nmWeeCUk7GrNa3U44duzYcLdD/I6qKLRtmsKLORfhD2gkyspCIgIkDkUs0OVKLCGCSO4WjYHEeXxTFQV9369yfEWduTwlvP3ZeEornACUVjh5+7PxXJe7gCRbWr33/+abbzJkyBAABg0axIQJE7jzzjsB6N27NwBnnXUWq1atMp6Tm5sLQFZWFiUlJfVuQ2NXqyJWXl5ejduXL18e0saIYFX38MvEhSKyJA5FtAtoMj+GEL8nuVs0BhLn8c3tcsnxFXUW0HxGAataaYWTgOar976Li4v57LPP2L59OwsWLEDXdUpLS/nwww8BsBy+UvD3c4mbTKajtiuKYqyw7ff76922xqRWRaxp06YZP/v9ft577z1at24dtkYJIYQQtaXpcjuhEEIIIYQAk2omJSkzqJCVkpSJSTXXe9/Lli3jggsu4MUXXzS2PfXUU/z73/+u875SU1PZsWMHAB999FG929aY1GpOrPPPP9/478ILL2TGjBmsXr06zE0TQgghTkyT1QmFEEIIIQRgtzoY1nseKUmZQFUBa1jveditjnrv+6233mLkyJFB26677jq2bt2K1+ut076uvfZaNm7cSF5eHv/5z39IT0+vd/sai1pdifV7JSUl/Prrr6FuixBCCFFnmtxOKIQQQgghAEVRSW+axXW5CwhoPkyqGbvVgaLUf2XLmqZTatasGV999VXQtuzsbLKzswFYuHChsb1Vq1bG6oSnnXZa0OqEU6dOBWDcuHH1bme8O6k5sX755ReuvvrqsDSosdB0nRJPAL+mk6gqOKwmmahQxASJXRFt5EosIY4muVrEM4nvxsFmT6LYXSnHWdSZoqghmcRdRKdaFbFuvvlmnnvuOaZPnw7A/PnzufHGG8PasHim6To7D3m597M97K3wk5GUyKzerWjbVFbcENFNYldEo1AtmSxEvJBcLeKZxHfjoOk6avNW/OWjXXKchRBBanVN3VtvvcW1117L+eefT9euXenTpw9TpkwJd9viVoknYHS8AHsr/Nz72R5KPDI5sYhuErsiGsnqhEIEk1wt4pnEd+NQ4gkw5fO9cpyFEEepVRGrpKSE0aNHA1XLRv7pT39i3759YW1YPPNrupGQq+2t8OPX9Ai1SIjakdgV0UhuJxQimORqEc8kvhsHOc5CiGOpVRErEAhQVFRk/L5//350XRLIyUpUFTKSEoO2ZSQlkqjKpbEiuknsimgUCFRGuglCRBXJ1SKeSXw3DnKchRDHUqsi1g033MCwYcOYOHEi9957L8OHD+fmm28Od9vilsNqYlbvVkZizkhKZNZFrVCVAM4KN8UeL5oUCUUUclhNzLro6Nh1WE0RbplozLTinyPdBCEMmq5T7PHS/MysiPXnNY4zekuuFvGhLvFdfT7K+Dq2aLqOqgR45MKWkseEEEep1cTuV155JZ06deLzzz/HZDJx0003cfbZZ4e7bXFLVRTaNrXwQu7ph1fbgHK/jz9//P9wujxk2q3MvrALbZsmy8SFIuqYTQEmdG+G1ZSAJ1CJ2SRzE4jI0io9kW6CEED1hNPlTFy3NaL9+dHjDFnVS8SP2sZ3tJyPom6OPG7NLGYmdG9L6+Qk7AkqDmuCHDshRO2KWADt27enffv24WxLo6IqCmm2qn/+Yo+Xuz6rKmABOF0eJq7byouXdCfNaolkM4UIUuL1BcUqQKbdKrEqIkqTid1FlCjx+owPzBDZ/vzIcYYQ8aY28R1N56OovSOPm9Pl4e61XxpjTSlgiWiwcuVKnn/+eSorK9F1naFDh3LzzTeTk5PDggULaNWqVUhfL1z7jWUyuokCvoAWVBSAqo7WH5APZiK6SKyKaCRFLBEtJEcKET3kfIxNctxENCsqKmLWrFksXboUh8NBRUUFo0aN4owzzoh00xoVKWJFAbNJJdNuPerqlkRTraYsE6LBSKyKaBTQ5ZZWER0kRwoRPeR8jE1y3EQoaLpGhbeEyoCPBJOZJIsDVal/DJWUlOD3+/F4quIzKSmJmTNnYrFUXd35zDPPUFhYiNvtZvbs2XTt2pVNmzYxb948PB4PpaWlTJ48mdzcXCZNmkRycjLbt2+nqKiIMWPGMGLECA4ePMg999zD3r17adu2LV6vt+o9aRoPP/wwGzZsQFEULr/8cm655RY2btzI/PnzsVqt7Ny5k3bt2jFnzhzMZjMLFixg0aJFNGnShDPPPJPTTjuNcePG1fvfIdIkG0QBh8XM7Au7kGm3Ahj37Dss5qMeWzVBpQdnhYtij0cmqBRh9ft4a2pOrHWsChFuyuH8J3lQRIu69OdCiPCq6Xyc1asLAU2TMXQUkzwq6kvTNfYe2sHTBaN5ZMVgni4Yzd5DO9D0+l/N1759ey655BJyc3O58sorefTRR9E0jTZt2gCQlZXF22+/zahRo3jppZcAWLRoEQ899BBvvfUWDz30EE888YSxv7179/Lqq6/y7LPPMnv2bACefPJJzjnnHJYvX851113H/v37AXjttddwOp288847vPHGG6xatYrVq1cD8OWXX3LfffexYsUKfvnlF9auXcs333zDK6+8wtKlS3n11VfZvXt3vd9/tJArsaJA1QSVybx4SXf8AY1Ek2ok6mKPF19Aw2xSaWpO5IfSMiau34zT5SbTbmN2rx60bZpyUveIa7pOife3/TssMj+A+E3VxJqlQfE2q1cP0q0Wnu33BwK6ToKqkmY1yxwFIkJ0QCEQ8Ee6IUIYkhJU5vXuiqIo6LqOOULLwdfUx0uuFo2BpuuUeHx4AgFSzYk8d/Ef0PSq7U98tY1PnUX1HkOL8Kopjx7yevFIPhO1UOEt4eX14ylxOQEocTl5ef14xuYsoIk1rd77nz59Orfffjtr165l7dq1XHXVVcyZMweA3NxcoKqY9cEHHwDw6KOP8sknn7By5Uq++uorKioqjH1deOGFKIrC2WefzcGDBwHYtGkTc+fOBaBHjx60bt0agI0bNzJ8+HBMJhM2m428vDw2bNhATk4OZ511FhkZGQC0bduWQ4cOsXv3bi6++GKSk5MBGDx4MKWlpfV+/9FAilhRQlWUoEkma1pRZVavLrz4329xutwAOF1uJq7fzIs5F5Fmtdbp9WoqUMzu1QOb3R7S9yViV4nXa8QHVMXbi9u/5YYO7Zi6YZus9COiRlkgPjpkEfsOeb04XV4e2lxo5Mj8Hh2wJZhw1LGfro9j9fHygV3Eu5rGz/k9OtAqycrtn64PyRhahNex8miConPrmvWSz8QJVQZ8RgGrWonLSWXAV+99r169GpfLxaBBgxgxYgQjRoxg8eLFLFmyBACTyQSAckRsjhw5kuzsbLKzs+nZsycTJkww/lZ9G+KRj68u3lar3ufv54DVdZ1AIBC0nyOfr6pq3M4bK7cTRqmaVlS5d/1WBp1+WtDjnC73SU10WFOBYuL6zSSnt6h/40VcqJpY0x20bdDppxkFLPhtpZ8Sb/07BSHqqrq7D8Xl4UKEgjegGx+8oCpHPrS5EG+gYW9bOlYfX3J4Xg0h4lVN4+eHNhfi1fSjxjQnO4YW4XWsPFr9RYDkM3EiCSYzDntm0DaHPZMEU/1vSbVarcydO5c9e/YAVYWkwsJCOnToUOPjDx48yK5du7jzzjvp06cPH3/8sVF4OpaePXuybNkyALZu3cqPP/4IwAUXXMDbb79NIBDA7XazfPlysrOzj7ufNWvWUF5ejs/nY9WqVUHFslgmRawI03WNCncxpRVOKtzF6Ic/jB1rZY7f3/KXabed1ESHNRUonC43+uFKr2jcdF0jQdHItNuCtjssFlkxRkSN6m44gMxrIqJDQNdrzJGBBp5751h9fCzn6urx0mlnpgWNl4SA3+LDW+mv8RzUdP2oMc3JjqFFeB0rjx45h1l1PqvpM5QQSRYHf+o1zyhkOeyZ/KnXPJIsjnrv+4ILLmDs2LHcdttt9O/fnwEDBmAymRgzZkyNj09NTeXKK69k8ODBDBw4kIqKCjweDy6X65ivcccdd/DTTz8xePBgXnjhBeN2wquvvpqMjAyGDh3KsGHDuPjii7n00kuPuZ+zzz6b0aNHc/XVV3PdddeRlJQUdMVWLJPbCSNI1zX2HdrB25+Np7TCSUpSJsN6zyO9adYxV+ZobrWQabcF3R5wMnNZVe3fFjTIzbTbUE5QGRbxrzou1339HNO73cn9W/5nxFuqJVFWjBFRRCZ2F9HFajLVmCOtDfwF0bH6+FjN1ccbLykhWG1KxLYj46PneQ/UeA4e8HiZ1asH9/7uFluZDzb6HCuP/uo+8ncb6D5e+Wi05ARxFFVRyWiaxdicBSFfnRBg+PDhDB8+/KjtBQUFxs/Vtw8CTJ48mcmTJxt/e+CBBwCYOXNm0PO//fZbAJKTk3n66adrfO38/Pyjth35Wkfu94cffsDv9/Pee+8B8Ne//pW2bdue8P3FgrCe5eXl5QwZMsS43G79+vXk5eVx2WWXMW/ePONxhYWFXHHFFfTv35+pU6dSWVkZzmY1mKqV3dw4XeUUe9xHfdByeUqMARlAaYWTtz8bj8tTcsyVOU6xmXm+3wUsHdCP5/tdwJkpJzcXkcNiYXavHsa3UtWdefm+X+v5rkWsc3lL2e8u55x2t9HE5OOZ3ufxZv8+PN2nJ+98v5sp3dvLijEiqsi3ryJaOKzHWFXLWrcceayrtGvdjmP08bH6gf144yXROB15jpS5fmXd189y8Xl/o7k9mZk9zwk6B/N7dKCZ1UyaNZHn+vXirYGX8GLORTKnUpSqKY/O7NWZJTu+P/y7jVm9urPhy79LThDHpCoqTaxpOJIyaWJNC1kBK5a0bNmSr7/+miFDhpCXl8fpp5/OxRdfHOlmhUTYrsT66quvyM/PZ9euXQB4PB6mTJnCwoULyczM5NZbb2XNmjX07duXe+65h4ceeohzzz2XKVOmsHjxYkaOHBmupjUITdfZWVrChA0FOF3lZNqTmdMzh7YpDqPDDGg+I/lWK61wEtB8KOg0Uw8w47xkTAkZBCrLSU8oo8xVjle3oJOIpvkodZWRmnRKnb91qFoRMYUXcy46YkVEC1/u3BGyfwMRe2x2Oz97Kpn81fc4XeX0zTyNOzqdgtd3CD3g4pqsVuiK2Vjpx6yqqIpOkcstq8WIBmfMiYXEnIgOuq7RJBGe6fsHNHRUFFSlsqoIpdTuaqxQXHV0rD4+VvPz8cZLovE58hyxW5uT2/NxenS9D6/nVw75Kkk0u3i233koKIfXsNWYs3Uja5w//jYetzti9nyIdzXl0URV42/nduDuczuRaFIxa2W88/PqoOdJThAimNlsNlY5jDdhK0kuXryY+++/nxYtqiYK37p1K23atKF169YkJCSQl5fHypUr+fnnn/F4PJx77rkAXHHFFaxcuTJczWowJV6PUcACcLrKmbChgBLvb5fCmlQzKUnBk86lJGViUs24PCW8ueZ23v/0RpYX/JH3P70Rt6+MIr+dcZ8V8scPNjHus0KKfHZc3vKTamPViohWMpLspFmt0pkLkls0557PV+N0ldPJkc5VZ3bhjk+/5vqC75i4eT97K8qxUcEpdhun2K0c8Hr4c8Fahq/4mJsL1rLzUKnc2iUazuFQ02ROLBElSn0eSrw6Y9b8hytXbGDMmv9Q4tUp9XlO/OTDQnXVUTz18ccbL4nGp/ocsVub06XL3/nrp1u4f/M2DpLO5C0Hue7jb/jr6i855PNhMSnc8tkK1jirJkauaTwuoktNeXS/J4CJAE1U9+F8pkpOEKIRC1sRa8aMGXTv3t34/ddffyU9Pd34vUWLFhQVFR21PT09naKionA1q8H4tIBRwKrmdJXj036bc8pudTCs9zwjCVd/22q3Omr81lGxtGLy71aGm7xhG2UBmdpMhIaumoy4HX12Vx7+4tugeLtv8y5cetXtKLL6lYg0xZgTK8INEeIwb0Blyoavg/LmlA1f4w3UfrglVx0d7XjjJdH4VJ8jXTuMMebtHNX+rKNWtLt3/Ta8Af2E43ERXY6VRyuxGHlQcoIQjVuDVT80TQta0lHXdRRFOeb2utq2bVtI2hkKW7ZsIf3008i0Jwd1nJn2ZPxuN1sKvzW22e02hvb8B6oJtAAUOyv4aeeXtGrTnJSkTGMgm5HWGV1PYFqPzpT6/Cz85nu2l5TidHmo1KteM5Ttj1Un2/Zu3bqFuCUnFk0xW+3IuE0x/7YSYUdHCqPan0mKORFdN/Pfwm9IysiocfWrcreHXdu3R6L5QGzHL9S+/RKzR95OqMfscY/VdkPd294YYvaUdh1qXFWrUq99jLZq05y2LS8m64yRmM3N8fn2s+OHV3G7ffzvm/DFS7TH4rHGS+HUGGI2VBoyfqrPEUfKOUzrHqDU5+UUW82rJ1dqWq3G4zWJ9nOiJvEQs0fm0eDxpwmfH7YczoORyAnhFIvxdrKOfK+RiFkR+xqsiJWRkcG+ffuM3/ft20eLFi2O2r5//37jFsS66NSpU1QsGbllyxa6deuGpuvM6Zlz1JxYrVIcnJaWfsznn9K86v+6rjGs9zzjcumuXWYz5pOf2FvhJyMpkWnZHQjolZhVEwlKAmd27IhHq/rdYTn52waq2x+LYq3t0RKzR/pvYaERt6U+L30ym3PVWW1ITrQwZd3PRvzN6n06KVZqXP0q2WalTYSOQ6zFwO9Fe/ujLmZ3r+T8fW1JVPZE9b/bsUT78T6eWGl7Q8fs3gp3jatqJShKrf+9AlqAjh0fZNK6X9hb4SIjqSkzL3yQ5qkWTmneJiztjpXjCb+1tXq8FG+iLs/WQkPHT9U58nfuWOM0xiUzep1Kn8zmfOrcbzwu024lQVWZfcHFTPz8E2M8/uSFl5KUYMfcPpVEVcFhNR01bo6lcyLSQh2z1Xm0mcXMXzu34+FNvxrHeeZFreh63ikkqEdf3RrLOaExxVtjeq8ifBpsmv6uXbvyww8/sHv3bgKBAO+++y59+vShZcuWWCwWoyK7bNky+vTp01DNChtVUWib4uCf/QazbMCV/LPf4KBJ3U9EUVTSm2ZxXe4CLuv1LPdvKmNvhR+AvRV+Hty4F18ggds+3sPtBT/yfamXqRvX8OfV77GztETmJRInxe1yGXHbOa0ZN51zNr5AglHAgqr4u/ezPbgrIb9717hZ/UrEniY+G+P/O5CuP18Z6aYIAUCa1cwjvToHrar1SK/OpNVhdcKDXu1wAeu3nDtp3S8c9MoqnEIAHPTqTFrnDDpHpq7/hbFd2v1uVcJ2TNlUwIuF/49/XNSfZQOu5P/6DcFXaeEvH+3miuU7+MtHu9h5yCvj5ihSnUdv6tjWKGDB4Vy4dg9Frko5XiKiVq5cyRVXXMHll19OXl4eL774IgA5OTns2bMnbK87dOjQsO071jTYlVgWi4WZM2cybtw4vF4vffv2ZcCAAQDMmTOH/Px8ysvL6dixI6NHj26oZoVV1aSqtpN+vqKoJNnSKKvwGwm82t4KP7YExfh5xsZ93PGH85i4cRUTNhTwz36D6/XaovGqjttidyWT1+1iWnZmjfG3z+Phme2buLNrF1LMFtyBSppbY3f1KxF7rFpVF9bq0LkRbokQVUr9Plb99C2P9e6CqqhousbyXd9w3dmdSDPVrk/2BPQac64nIB/ahADwazWfIwmqyos53fEEAuwqP8gz2zeyraTqbo/vDpXwz36D0fQE7l2766gv5l7IPZ00m8wxGw2q8+gVZ3Rhb0XwPMl7K/wUuyuxmlQ5XiIiioqKmDVrFkuXLsXhcFBRUcGoUaM444wzwv7ay5YtC/trxIqwn/0FBQXGzz179uSdd9456jHt27dnyZIl4W5Kg7DbbbjdxWgBH6rJjNXqqPWS2MeSqCpkJCUGddgZSYmU+n77VnZvhZ8Uc9W3TzJhpQiF6kFiqU+rMf5KvC62lexj4saPje3LBsgVMaLhmA4vaqHqpgi3RIgqPi3Aoh3bWbQjeF7AP2Z1qPU+TAo15lxThL4f0HUNj6ckpOMaIerjWOPiRCqx48anWBi/flXQc6rHxoqeUGMBzC8rhESN6jzaJa3lMcafAVrY5XiJ49N0jUPeEio1HwmqmaYWB2oI+q6SkhL8fj8eT9W0AUlJScycOdO4pfaZZ56hsLAQt9vN7Nmz6dq1K5s2bWLevHl4PB5KS0uZPHkyubm5TJo0ieTkZLZv305RURFjxoxhxIgRjBs3jrZt23LXXXfx3HPPUVhYyBNPPEG7du349tvjz+XXWEgJO4R0XSM9DT56bzSucif25Ex658yjqSPrmAM+XddweUoIaD5Mqhl7DYNDh9XErN6tuPezPcY94fnnZ/Ls1l+Nx1QVtapOpkx7Mma1bh/qdE1HL9XpdGonAgd8+M2lKKqC2SaD1cYqUa2Kq0WF+5lyfiYPb/pt7omZF7XkhW82BD3+yLirjicqgQRQUhQUNfqv0NJ1DZ/7tw9rEv/RzaIlAaAQ/bElGgezaqpxEum69MkWk8rDPU9FL4MU1USpFkBpUrW9oem6xqGSHXxWML7W4xohwknXNZIoZ9ZFp3Lv2l+Mccmcns1I2L+HgNKEZk2a0C/zNFY7fzSeZ5yH+jEKYDEwRmkszKpKpj2ZBd99ydyLcvAc1I1cSBP4v8JizklNw+sqlXGaqJGma/xYuoOHN41nn9tJui2TKefP47SUrHoXstq3b88ll1xCbm4uHTp0IDs7m7y8PNq0qZqzMisri0ceeYRFixbx0ksv8eSTT7Jo0SIeeugh2rZty4YNG3j44YfJzc0FYO/evbz66qt89913jB49mhEjRvDAAw8wfPhwOnTowOLFi1m6dGm9/03ijRSxQsjjKWHDp/fgKq9aUdBV7uSzgvHkDl6AzZZ21ON1XWPfoR28/dl4SiucxvKw6U2DB4eqonBGiplnc06jUtdJUBQ8lRrFnqqrrTKSEpmanc4z29caE8g7LNZat1vXdLQ9Gt7HPOj7dQLNFZTbFbb/8Ahndb+FJs2q2qNrOpT70CsDKAkmSDbHRGFC1J2ua+D/hennN+H+TWXM3/orE7pl0LpJImYVDux6mz+d2YPvDh2gucXGhLbn0daeQoJPQUvQ0H/RjXhSmitY7raitlKjOl50XaPswA62rLobd7kTW3Im3S57zIh/EX3MAXukmyBEkFSzmcd75vCL24XNlIA7UMmpNjup5trPiZWSqJJcYcH/hAd9vx9Hc4XE8VZUR8PnT4/7AF9/+RwXnHs/VnMzPL6q37v3nILNHsOzKIuodbyx5pH9tNnenLl/+BuW1CwCFT+TflBFe7rl4XGsnxnj+7CrfSk/u8t4b/cObm7fhVSzGUVRj/pieFbvVjisckVvtEjCz+M9cyj1VdLqUCL+J7woTSs55QoFxQ4PnOPguy1z2fbLRhmniRod8pYYBSyAfW4nD28az6zeC3BYj/5MXlfTp0/n9ttvZ+3ataxdu5arrvVul8oAACAASURBVLqKOXPmABjFqaysLD744AMAHn30UT755BNWrlzJV199RUVFhbGvCy+8EEVROPvsszl48CAAaWlpTJo0iTvuuIP58+eTmppa7zbHGylihZAW8BkFrGqucidawFfj412eEqOABVBa4eTtz8ZzXe4Cko4oemm6zg9lB4NWOnzywkt5IbcNfq3qihlVCTAju+9JrU6ol/5WcACq/v8PK2fcfj1bVt1Nr6EvY7Y2Q/+lDN/8L9APuFGa2TDf2h1ObRLVhQlxclyeEt5cczt2a3Me6TEJm/1Ufqoo4/4vvqDY62bGeT0o/98inuw6nFMrWxF4/ksCB9xozWyYb+mOf0lCUDx5H/NgfcCGkhq9seJzlxgFLAB3udOIf4u9/h2eCL3Ew1diCREtPL4yKvwVzP5/G43+ekb3bDw+lSRr7QahShn45wX3yf55VTmUBh7H6ppG99PvRPm/negH9tGkmY3uN9yJrskk8yL0dE0/7ljzyH7aXe7k0MobyL78JbQy0J7J/N0548V1h595321m5vl9+GXXq7Rqfz1JtjTaNrXwQu7p+DX9mKsTisjxB3xU+D2YK6z4H/eiNAXzNZX4X91ixEW7P43mPyU7ZZwmalSp+YwCVrV9bieVWs2fyeti9erVuFwuBg0axIgRIxgxYgSLFy82pkYymaoK4soROWXkyJFkZ2eTnZ1Nz549mTBhgvG36tsQld/loO+//560tDS2bdtGv3796t3ueCNl6xBSTWbsyZlB2+zJmaimmr+BDWg+o4BVrbTCSeB3J1iJ12MUsKDqvv471n0ISiUZSYmk2RJxWK1k2pNJs9rq3hFXYnT81fT9OpbE5riri3DlPmNQAaAfcOOb/wWU1z8ZiOhTHZt7i7/GV3mIcevfZ/yGFWwr2YfTVc7UL/+D47TLsFe4CTz/ZXBcPP8FCX2D96fvP3xrYRTTAj6jgFXNfZwitIi8RE1WwhTRpSKgMPWLjUH99dQvNlIRqEO/fIw+ORI51Oy3HS5g/Zbjlf/bidkvC8eIMDjBWLOmftrnPoDNfEqN50xagg2nq5xJmz6leXq2Mb5WFYU0W8LhMXSCFLCijItEpn6xkRTVgr5fJ/FyxShgQVVc8PJO2ne8XcZpokYJqpl0W/Bn8nRbJglq7a+KPhar1crcuXONVQh1XaewsJAOHWqe+/LgwYPs2rWLO++8kz59+vDxxx8TCBx/7urCwkLeeustli5dytKlS/nmm2/q3e54I0WsELJaHfTs86hRyKqeO8JqddT4eJNqJiUp+ARLScrE9LsTzKcFjAFxJ0c6s7Mv4f5uffAH9NAsMZsASvPgDlxpruD178d2uAinVwaMzqOafsCNXikTyMej6tjMSOuMo2l77u/Wh9nZl9DJkQ5UfTBLtKVjNTerMS6UlOC4VJorUX/dp2oyY/tdEdp2nCK0iLxELTHSTRAiSKWuBM2HBVX5slKvw4fkY/TJkcihqqbUmONVTT70i9A70Vizpn7652/fxZyUUuM546bSGDM3a9oeUy1XCBWRFdBVnK5y9le6UZorKMl6jXFhs2XQfuBLHFSaUOzxhOYzkYgLTS0Oppw/zyhkVc+J1dRS82fyurjgggsYO3Yst912G/3792fAgAGYTCbGjBlT4+NTU1O58sorGTx4MAMHDqSiogKPx4PL5arx8X6/n0mTJjF58mQyMjKYOHEi9957L36/v8bHN1ZR/rEytiiKyr5iyB28oFar+NitDob1nnfUnFj23xW9qieKTbPY+GvHHjz8xVacLjeZdhsze3anhc1C0zreQhjU7pSqOYuOnMNIud3DDz8sottlj2G2OaDSj9LMFtSJKM1sVfMViLhjtzoY0fcf7PUmMu6zL4x4m9K9B89u30yx102TpBZYElS0Zj8eHRepJpTmgaA5sZSU6P7QY7Y56HbZY0fNiWW21b/DE+GRqEuBUUQXS0JCjRO7WxJqP9yqqU+OWA5NSKix76cO70eI2lISTMcda9bUT5/d/TZMTS2YxoN3ntc4Z/zjVPxJ8MTGb40xzKxe3UnHhUcLHJ5+4yTuXhBhV51Hn9z9BbPHXIzZRY1xEbCl8reN3+F0/USm3cbsXj1o2zRFjqlAVVROS8liVu8FIV+dEGD48OEMHz78qO0FBQXGz9W3DwJMnjyZyZMnG3974IEHAJg5c2bQ86tXHly2bJmxbcCAAQwYMCDo70KKWCHncrlrnMS9Joqikt40i+tyFxx3dcJUs5nZ2X3Z7/UbBSwAp8vNpA1fMOEP7Whhs9E2Je2kEreiKqitVKwP2PC7/SRYFPxmN51aTTZW/dCTzZhv7X70PAXJ8iEyHimKCoktyF+7LijeHv5iKxP+cB4trFZcgUoe/eZz7r3xDyT9a3twXDjMWB8gplYnVBSVJs2y6DX0ZVmdMAbouk5i4LcuTKv0oybIlVkispommpmV3Y97N6425sSald2Ppom17yuP7JMjnUPLLKD/uQvWf241crznz13wWqBpg7dGxL0TjDWP10/rrXXjnPEolezSDvHAxq+CxjD3rq8aM4/fsJxMexPmXDDwpMfOInyOzKMT93xCfruenHZLN/zP/zYnVsKt3Xjgm2+Cju/E9Zt5Meci0qy1X9xKxC9VUUMyibuITlLEijBFUYMmca+Jx3uQX3a9SvuzbmVa9x6U+rws/PZbtpccxOlyYzOZmfD5Cv7ZdwRp1pNbrUtRFZRUhW07t9GtWzdMND/q75zaBMs9F8rqhI2ENxAwBgcAHR2pjGrXjtOTmpKgKszZ+jFr9v5AscfFHTd155REO82SklBSbFVxEYMLaSiKKpODxggdMB9xO6Hf68MiRSwRYQe8Faz66Tse7zUAEyYCBFi+ayvNsjrSwl77sk91nxxproDGtO8LuePPHUhLMFNc6ePJ7wt5qEU3KWKJkKvNWPNY/fSR54xVTyTDlcSdXbqQYrYEjZtth6cIcLrK6j12FuFRUx59s2gnw+7OJkFXUBJMFJs0Vn9eFPQ8p8uNPyCLTgjRGEgRKwZoukZ6y5GM+eS35YCnnN+VZ7d9xQGvl1K/B6erDJ8W3vmpFFWBFAuRH1aLhpCgQKbdhtPlpqMjlb926srDm35lb0UxGUmJTD7/Aoo9Lr4+WMRfvnwPgGX9R5EphU3RADRdJ1H/7XZmzyE/FlmsUESYriv0zujI39bsNfrradkdoS5zYkURs0ml2Ovlli1fGNsy7TYSTXKFqgiPmsaamq5T4vXgM24DPPEUGod8Ck9+WRo0bl684xtK/R7jMQ0xdhZ1V3MePZ2D5gAtklIAUDweY4xaTXKTEI2HnOkRouk6xe5K9lb4KXZXHncyQo/ehPs2HmJvRdWEbnsr/Dy86VduOqcDU7p3ZsG3X5Bpb4JZlfmpRGhUahqVegKPX3QRj13Yk1s7djxcwPotBh/ZVMzos7ON50gMioYVfDvhoUOlEWyLENUsPLhxX1CufHDjPnRicyVNh8XC7F49yLRXTYhdPe+MwxKb70fEHk3X2Vlawp9Xv8fQlUv48+r32Flactxxc4mnkklrfz5q3Dy2S9WYuZqMW6LVifOo5CYhGje5EivEbHY7xZ6D+DQ/ZjURhyXFmESu6pskNwFdx+X7/+y9eWAU9f3//3jP7MzsbjabE0gCqBAQEAQRFEQFROQQUFE+4lHxQEu/VetRr9bWj0er1lYLauuB4NXa+mul/SgeVSt4IR5IRbDIoShHEsid7DHn+/fHkk0CARKJhGMe/4ibmdn37r7mNe95zuv9fKlsiTnkBlWyFY1qy8MICMJhgdjh6ZIlRTqRN1Aaszksksltnyykworzu+ETyTH8ris+e4/juWyqs9kScwgFBMggRRGN0ljzsu3SmE2PzK48evKZJByHbhnRDotBKSXxuOTww/sTi3ktnkc+BxeelASaVGJV18Y4rAPH4+MD4EhavF67bWya5Xou9XEPzwVFhUhYQe2Am21FCIqzojwx5iRs10NTFXIMw/cQ8tlnVJlJbvjgrXSzhJJ4PTd88BaPjhyPJz2CaoAcI5yOSU9K4o5Hacymf26Qy/t2JlsLUG076Iqgwkp1BBtV0INrjx6N5apUJBxygqof1/sJLeXRPENF9wJU1zpoqkI47OcmH59DGV/Eakc86UFnnYvf+yUliXJGdRnK9UddhqqoBBWNcjPGDUtf5ZeDx6HICC+ur2Jmzy688qZFbZ0kmimYdLqBkSmJGo0XU1VAQYbWLKEXZGioAu487jQCikJ+MOwnbp+9JhQOU520UIRCRFOoMl1e+bqaKwd1bjEGN8Wrue6D/0sbpDYItdY+7PwjpaS8wuOll83t51GSKZMM8vMUX8g6iHGlh+Y1qcSqTexmax+ffYMqBCd3jXB6j2yiukKt5fHK19VtyoOu57KtwuOVV+z03OD00zU65dFhQpZvlOzTUVie26zbJ6SErK2JGFe8syAtRilCRVcUFAEb62xGdo0ws2cX3n3TobbOIZop6HG6xtOjpmFJj+qkwtWLNqeXq/3m5G4UZ/kiyP7AjnlUSsj1dP6xwEznxIZ5np+bfHwOTfzlhO1IlVnLE+v/wU/7z+DZk+/m8t4XcuX7CznzX3/ii+qt3LD0VUridXQORfnVRyVMPTx3+8U19Yi2tk7y8ismX5VbrK8x06XShiq5dVgnCjJSpsUFGRp3n1iEh81tH7/LrHde4+u66t2WVreWVCVZgpJ4PRXJRLsc0+fAIbswjwoTrn17Iz/69zfMWV7G/xyZy4vrq7jnpK7NYvCek7qSrasMyO6SNkgti9dx2dsvcOa/nuWyt19gfW3F9x5D8bhMC1iQOo9eetkkHvdj96BGgu41XsLqdnhq6+PTEWgCLu2fz5zlZVz51rfMWV7Gpf3z0dpwX1wfbxSwIJXTXnnFpj7uGxb7HHroikphONLstcJwhCozwYDsLpzbczhXL9rMOS+t54o3N7A1YbN4Yw3XHV240xx74SsmmmugYuy03PDmdzdRlfT9sfYHdsyj2IK3Xrf9eZ6Pj08aX8RqR1zpcWHPSdy/6hnKEjX87KM3KInXARAKBNL/9raXyWZrgXRCbqC2TpKhqs0uplmGQX4IfjE8h7+c3oMbhmbz2+XLuOqdpfy//scxNL+ArYkkJbE4FcnkdxYNPCkRnfLa5Dvgc5ARyOBnO/lIlHB0pwyydZU/nNKdeeO685PBUeZ98TlJR/DTQSenhaxyM56O8wZhq8r8fitkXJcWzyO/Qc3BjYfXbDnh1tKvOnA0Pj4pLA9+/n7zHPrz9zdjtSEfea5oMad5XsdUiHhSUpHc+zmGj893IccI8rsTxqSFrMJwhF8cewLPfPkpM44cxj0fVTQ733723mZGd88iZnktnkeWI0m6bovLfm3Pj+39gR3zaIaqtjzP24Xm6Ocsn+8bx3F45JFHmDhxIqeffjrjx4/n0UcfRXZArD300EM89NBD+/x9Oxp/OWE7IqXkf//zR0oS5US1aPpmHqDWMikMZ1ISr2NropaCDI1qO1Xe3DQxRzMF1bbT7GKqCEH3SJSgmuBHi99r1onjb2s3cEm//ty6dBkl8UTa2LBHNELCqsZxLQKqToaRk/bm2hVVZpJbPnlnJ9+B+aMnkRf0/bYOBTxPaXFil2OomK7Lw59/zv/07sGza75kVWU1a2tqueHYo5jR51h+//l7OwlW+6Lzj6rS4nnkN6g5uPE8F61JJZaVFEjpIfaQ53x8vk+8XXhiteXeWCiyxZwmxL6fHHtSsr6mlpuWfNxsjlGcFfWXXfnsExQhKI7mMH/0JJKujUDw+xXvsrK6jKgeojRW12z70phNt4hGeW3Lc+wva6vxArJFiwTNv3zsF+yYR3d1vySVnXOin7N89gV33HEH5eXlPP/880SjUerr67nyyivJzMzkwgsv7OjhHRL46bodcaRDnpHN74beTK6exe9PmMSAnC4APLNmObcdO4bCcCaPfvEe/zu8M//4ppKTxwaIZqaSajRTcPLYAE+s3rp92ZakIplaVqgIgSdpJmABnH5E97SABam/37TkY7bF63j4rRnc8+okHn5rBqU161KeXbthV74DfvvhQwjHSS8ZbKAgQyMnqFJlJrjy6P6oKPy/AX2BVLyF1AA5Roj7hk3g5W9WN9t3T51/Uk/LUtVbFcn4d3paFg6nvBGankdTJhmEw/5k5aBGSgJNRCzFjWIlqjpwQD4+oCq0mEPbIqp7AYeJE/VmOW3iRB1Pc9pzqK2iyjTTN4PQOMeoMs19PhafQ5eUL1uIwnAEBY/zeg1iVMER5BjGLs43SUG2wqTTjR3m2IK5a75g3hf/5RfDOjezSLh9WCauvWWPc2Wf758d8+gTq7cy6jSt2W856jSFKndn2xM/Z/k04EmPimQ1JfFtVCSr2+3cLi0t5cUXX+Tee+8lGo0CEIlEuO2228jPz+eWW25hwYIF6e379OkDQFlZGTNnzuTcc89l9OjRzJkzB4AFCxZw3XXXcdlll3Haaadx++23p/e9//77GTduHNOnT+eqq65KH/eJJ55Iv75ixYr09osWLeLMM89kypQp/PjHP6a8vByAMWPGMHv2bKZNm8akSZNYuXIlAGvWrOHss8/mzDPP5K677uK0005rl+9oX+BXYrUjmqJxdd+Z3PXpu5TEl1AYzuS2Y8fwh1VLqTDj5Boh5o06G8t1SMS3cGlvSdAIcvbZuTiu5Nt6i/tWbabCdPnFsC7c+sFnVJoW9504kCMywwgC/H/jxuFKjz9/+SULv91IjmGQaxhcM3AgUd2g1jJ59ssvqUlWURUvAaAqXsLTS67jqjHPkBnM2+X4G3wHmgpZheGI3374EKK2bDO/Oelwbn5vM3lBlUv7d+KwTI2AIugcyiDpery/pZKxh3Whf042laZJwnXoGgyjK4IfHnU8a2orKInXpc3ed9WxMNU2uyLtFdewfXE0r01Py4QQ5OcpTJ8WJJGwCIV0vzvhIYAnJZpUiKuSsCsIeBGS8a0Y4V3nOB+f7xtD9XhwdDccKVAADwgIiaG2fvJsS8nstZ8ydUwxOZpBlZ1k9tqVXD94wPc27l1hud5OD89K4glsf722TwegCIX8UARHwqV9h/LHVe9yz4mj+dn7jQbtd5/YlRrL5NYPVpJr6Px0fD8KQiEQ8HWiJn0sx3N4cHR3kDZJaxu2W0WlFYG4SX7YNwvvSFrKoyHVZdTpEseVVNlJ7v7vF1SaJk+MOamZubufs3wgJWCtq93I9R//jpJEOYWhfB447gZ6RbvvcWXSnlixYgXFxcVkZWU1e724uJji4mIWLVrU4n4LFy5k8uTJTJ06lbq6OkaNGsVFF10EwPLly1m4cCGqqjJhwgTOP/98Nm/ezLJly1i4cCGJRIKpU6cyZswYPv/8c1544QX+8Y9/IIRg+vTpDBw4kIqKCm677Tb+8pe/0K1bN5544gnuvPNOHnzwQQCys7P5+9//zrPPPstjjz3GQw89xC233MI111zDqFGjeOqpp3B3tUZ3P8QXsdoRKQPbBaxGT6A7P32LR046k6Tr8NKG/3LhkYOJEOe5f19AQd7RDBx4J5WuyoOfreKiPn24dXgBW2IJ/rBiNauqagF4bUMp4w7r1uwi/esT+5BlaHQJBbny6EH86sOt6b/9YtggpLex2diq4iU4rrXb8ecYQe4dOjK9pLAwHOF3J4whx/Av5ocKiXiM7kY9fxjdiVpHT/tjFWRo/Pz4Qv62ppJL+nfjzW83MfOoPhiqIBiQ3PnJv6mw4jw1ahrzR53Tqu6EVWYiLWBBo4fW/FHnkBcMt2ncQggyMgSrV69iyJAhe/09+Oz/eNIl4CkkVTA8CNpREvVbycrv19FD8zmEEUC9Lfn5+5ua3VRH2uDs7kl4u6SMt0vKmr1+7TH7XsTSVYXCcKjZTWFhOITmr9f2+R7wpEeVWYvl2QQVHReJ7dnoikaOEUURCgFFJRQIcOX7L1ISr6NvVmcePKU/lUmLpOOQawhmLV5JSTxJrqETFx6Xv/N1+nz85bBj0FXBL5eUUhorSzdLeuq/Fby7uY6CjCS/ObkboXBGR38dhyy7yqMB3eHiN95ptu2O4pSfs3wg1WytQcACKEmUc/3Hv+Ppk+4iL5i918dv+qD8tdde45FHHsHzPHRdp3fv3i3uM3PmTJYuXcq8efNYu3Yttm2TSKTidPDgwUQiKd+/7t27U1NTw5IlS5g4cSK6rqPrOmPHjgXgo48+YtSoUWRkpHLUhAkT8DyPFStWMHDgQLp16wbA9OnTefzxx9Pvf/LJJwPQu3dvXn/9daqrq9m8eTOjRo0C4JxzzuGZZ57Z6+9mX+GLWO2IJyFPD3PdgFFE9RC1VoJn1nxMaaKOO5a9xf8OORVXSoKKTjSjkEH9ruS2ZWu5ZlB/Kk2TW5Z+yB9Hncj17y1vdtzJPbrx03eaG8Xe+v5m/jimNwFF8KsPtzT7268+3Mrdw4xmx8gJFxJQ9d2OXxECua2C+aMnNREhgv4a8kOIUDhMUmbgQYsG79cM7sKt72/m/pHd0FWJh81TXy5jZXXqZivpORSGM1v1Xqnlq829LPaFh5bPwYHreQSkwEMSicEApRexkg/hiI4emc+hTNJR+Pn73+5k7P7HUw5r9TE0RTCysAunH3E4UV2n1rJ4ZcM3aMq+vxbnGAb3jThuJ3+ZHMPY884+Pm2gaeVEnpHN1f3O4/b/PNpiFYXlec3m2xXJevKCBqoIEncdSuJJAC7q25O7P9ra7Hy868MybhhSsMM5uoVrBnfh3c316U6Fs08o6LDv4lBnd3n03hOO3yEvNhen/JzlA2B5dlrAaqAkUY7l7f2y/AEDBrB+/Xrq6+uJRCJMmDCBCRMmsGnTJmbMmIEQIm3wbtuN3m733nsvGzduZPLkyYwdO5YlS5aktzOaxGfD/oqi4Hk7VxA2PT5AIBDAsqydtpVS4jiNn7fhPRoEOFVVO8SIvr3wZel2wpMeAUVwZf9TmLO8gisXfcWc5RXcOGgcnYNRrjv6ZP6y9jOklISDOZx18u8JBjtREk/w7Jfr+NXwY3ngxGHkGDoPnDSI/rnR9LFV0Wi2PSA3yKPHF/DYsZ3JtTxUR/DTQYX0z22sliqN2WSGisgJFwIpAeviEb8nw8jZ4+dIxONp34G84K6raHwOLjwpqYl75Bb15utqjzpbtmhOHNVTsRhSFKKmS35C4caew3hy5DRGFfRo09LT1PLV5oLXnjy0fHwa8KSH5ilkxyA7Bvk1UPdtZM87+vh8j7i7MHZ32zBPVIXFpf36MWf5Fq5ctIY5y7dwab9+qGL31dQ74klJbdyjss6jNu59J89BRQiKs6I8MeYk/jnxVJ4Yc9J3MkiWnkTWmniVcWStifS7wB3UeNKjLllBVayEumRFq7xomlZOXNLrjLSABY1VFDVmPRXJOlTRON9+5LMy9JhCfkKQa0HMthlZmM+9I46mZzSjxfMxN6jy2xGHMXd0T3474jDyDJWorjTbBtV/zt9R7C6PNs2Ll/XrR3CHvNiQs+aPOYmFEyby+Emn0Flv+eGqn5cOXnRFozCU3+y1wlA+urL353VRURFnnHEGN998M7W1qVVTjuOwePFiFEUhOzubdevWAfDmm2+m93v//feZOXMmEydO5Ouvv6asrKxFkaqBESNG8Prrr2NZFvX19SxevBghBCeccAKLFi2irq4O0zR54403ABg0aBCfffYZmzZtAuD5559n2LBhuzx+ZmYm3bt35+233wbgpZde2rsvZh/jZ+h2wJMepTXrULRu/OqjdZTGUwm1NG7x8yXruGZwAbNXrOTWIUNASoRQ6JTVC5GIUxgOgQTLhd9+upaSeJLCcJBfHHcUf/x8HZVJC227wWG+oXJvcTbhJ5cjKxN4uSHUS4aw8iudawZ0Zc7KzayqTG7vsCK4aswzbepO6HNo4knJlkqPx940qayX5EYULhujM7JrhHc2N/qjFWRo1FoeI7tGyK9J4jy2DFmZgNwQXS8byJVHjSBLb/3S0xwjxO+GT9zJE2tXHlo+Pk1xHRtVBohs92rVbbCq2rYM1cenvWkwJN6x61lbVrIk3QA/X7Jmp7nEH085stXH2DmvC2aNNSjKVb7zwynJd7vBk55EbqnDeuwTZGUCkRtCnzUUijIRHVBd5vP90jAnfnrJdVTFS9IPUguyeu12Htq0ciKqR3aqosgzstmarOOGj57lF4Mu4N6PK8gPavymZyHhJ/6Tno8ccfkx/L8BxVz//mdcM6jvTufjyK4Rgq7Gax9YVNY75EYE14/sRkI2iiEFGRq4+76Rgk+KXeVRRdAsL/5syToePeVIWlr4GYtpzfLfD8caRDJssgwjtfLEz0sHNTlGlAeOu2EnT6wcI7rnnVvB7bffzpNPPsmMGTNwXZdYLMawYcOYO3cuqqpy7bXXMmXKFIYPH06nTp0AmDVrFjfddBPBYJCCggIGDBiQFpxaYvTo0SxfvpypU6eSlZVF586dMQyDfv36cfHFFzNt2jSi0ShFRUUA5Ofnc+edd3LVVVdh2zZFRUX8+te/3u3nuO+++/j5z3/O7Nmz6dOnD8HggWMh5ItY7UDMrOLpJdcxY+Tf08m1gdK4Rc/MKLcMGEaODKF7QaSUSASKMHjo5JNRBMz+z+p0+XNJPMmvPv6CP4wcSE31arZ89SfuPvF8ZJ1F+IlPUxdqQFYm0J9axtiLh/PUuw6XnNCZ+z8r4fZhmYRVk8huTNx3RHoS6i36FxUja02I6H4SP0SoT8j0hR6gsl4y/y2L6yYWsqZ6w06eWP/bPw/n90ubxWFw/go6/eQ4qEogtUCL8eNJSZWZaOaXVRzNa7WHlo9PUzzXRPPChGwJCHQHnFpfAPXpWHQF7h/Zjao6jwxVJea65GQq6G3pTigF+UGNO47qTp4WoMJ2eOirUjzZ+tzYUl5/7E2TG6cEibahc2uqXX0NN37w2SOcRAAAIABJREFUHiXxOIXhML894SSKs7Jan6vrrfSNIqSuGdZjn2DceCJE/SU+BxsNc+K2NxdKVU6UJMqpteoZ3eU4phVNIkfLxpRJ8jOjlCdj3HbMdLqH8rnjqDB9MkPIBz9sFlvqE/8h75rj+eVxR+NJj1+P6MqtSxr9Pa8ZWMgfX7OanRvPvWNz7qhUFXhBhsZvTu5GfckGyN977xyftrOrPBqzG1alZHB1zwLytADZlkCGZLM5Z0v57/E3TaacnCAnnKQ4Kwvh56WDGkUo9Ip25+mT7sLyHHQlkPbVa5fjKwozZ85k5syZLf69aXfCW2+9FYDJkyczefLkFrc/++yz0/9+9tlngZTZ+xFHHMHLL7+MbdtMnz6dnj17AnDhhRdy4YUX7nScMWPGMGbMmJ1ef+utt9L/HjZsWLpC69VXX+Whhx6ic+fOvP7668Risd1+7v0JX8RqBxzXJNPIJ8vVef6kQWyzLB5dt5GVlfWMLMzGMIN88Zagtk4SzbSYMskgodlc+84m8g2Va/p04bY+/dl8eILffrmalVW1lMSTeNLj/bdn0Sn/aI45bBJFGVGcyuYdN2RlgqgmqayHXlk6tw9NUBDUCBudWj3+HZ9GmP7TiEMKx4VoUHDhUJ1MQ1BnSl5aaRMQ8MQJh2OggArbFIvTe2SjexK7hTgM1tpYD3yA00L87K4TYVtN3FtCSg8rUUXxEfmY8Qr0UA7Crzw8qHEdC82FoFKOFwijuDpHrwH3ywRqH1/M8ukYHE8StFQKzABGQJDpqAhD4gRa3xkrQw3wQK+uaPNSVdd5uSEemDkYtw3LmxyX9A1cA5X1EqeNDbqqTDMtYAGUxOPc+MF7zDtlbLOOYLtDOm76RjH9WmUC6bj4M4yDD8e10gJWA61rLtRYOfFu6afccMRVvPqqs33unMmo0+ClLf9hWs9jyKm2yH5yBYEZg7BaiC3bklz1zmYKMjQePqU7vzi+kOKAgeKBcAXRoGh2flTWS/KCKo+OLaJzKEjnsM7y9QfOzdzBxq7yaFKTDMjNSFXfPflZKo/khvBmDUUURFACqXnfrvJfWNW58YO3mXfKWHIcz89LBzmKUNrFxL2j6NGjBw8//DBPPvkkUkrOOuss+vbt267vUVRUxGWXXUYgECAaje6xcmt/whex2gFVCTK992z++6SJWS0xsgP87ty+lKgmncMa/1xgUluXSqa1dZKXXjY55lTIN1Tu6tWVxNMOVZkWh41XeWxgf0wVyqQkQxqcevJ8pKHykw/f4OkhZxLMDTVLuiI3RK0tyI2ApkoOy+qElB4xs6r1Swj9pxGHNKricPExOt/8w6S8WpLbR+Ga0wRqwsIqh/J/gVsHnS41UMMqUniIFuKQutQEtaX4ac9OhDsipUdd5TqWvX49ifoSQpFChox7gMzcXr6QdRDj2klyEzZCeKhqPVJmoEr49O//xD1fY3jPaR09RJ9DkKBUUROCbX82iVdJAjmCTpcYuKHW3xZFLQ9ru4AFqZyqzVtOxg0joJX6bECF3EjzG/XciCDQxpRouS55RpA7+g4mP2BQ7pg8+PV/sdvQgEME1BavGSLg+x8ejARUnZxwYTMha0/NhVKV2ha5gU68MOQ3qC6UVzt076rQo0eAYFBgW5Kr+56MZlnIx7dXg8fsFmMrogUYkBtkZWWSmOXRxwqy7TETZ/s5OfMig3krLDaUp1Td3Ijg6/pqrv9wEQvGn44i/LlvR7KrPBoOaVzfu6hx+SjbRcvHPiFwzQhkrk61ZSFFgNyIICsIU/tDVJPEXUE1NiXxOLbnIgIBPy/57NdkZ2czb9687/U9zj777GZVYAcS/h1eOxCwImx9P0jP8TpHX5L676a3LSIxHSepEN6hdL+2TpJnqDxwTBdysCk4Fwqmuoi/LMW6YxHK7KV0qXH4178sFi0+krDSl+PyulGimKg/HJISDEglW/fSIbz5teDS0S6Ou4VHFs/knlcn8/BbMyitWdcqM83dPSX1OfjRHdi2xKLneJ1jfmjQ50QLb84SrDsWId5ZRdEFkq4XSZQ6E71e4bUPJOoVQ5vFofaDgdhvrE8fU1YmkHZj/HyfnQitRFVawAJI1Jew7PXrsRJVe31sn/0Xz7EINy0rEalYMmozeOOLx3exl4/P90vQESSW23S7QqHnLYJuVygkltsEnTY827dbrhDAbn0ZVSSU8sDKjaTet8ETK9IGMQ0grKrc3+MY+sz/ktx7P6TP/C+5v8cxhNrSgCOio89qfs3QZw2FyO47JvscmGQYOVw84vetbi7UsGT1vk8/QZTFkM+vQmyqpZNIMmaQS0mJw9//kWTR2xbJuEBzZfr8sN9Yj/aDgc3nI5cPxanXuL5/F/rnBimSOtueTAlYAE6VpPZZk2kDNSB1bkwfCfPXfEZhOIyhqpjxinRlt2zFPNqnfdlVHg05giNCWov50al3SdR5zFz0Jjd/tJjLTlWYdbRN16eXErlvMV2eXMoRcY/RhUVoiurnJR+fAxy/EqsdEAi6DtNZ+2JDJZag9xkGIlOSqHE5e2SAbdWSdz9zKN0qKe6hUJhI4s1dhrvdTFC5aCBu1IDKBLIygfLUMsZcfgK2KQknLW7qOZy5G7+ie24xwWnDEUGJTArUoMa4QZsIGZKPNrzEmUf/mgwtn5hdzhurHuOcIb/EJITleuiqQo6hp30sUl05JEjFfxpxCCNQ6DpMZe2LJv0mgf1MyrBdHJGNdkoP7Ic/TJte5l0xlFgswGufa5x69Qhc0yUjQ8Fa/BXaacWQoUHMxl66EVdR0ip5QyfCpkJWYTiTkBIgFvNwXVBVCIdFuvVra/FcKy1gNZCoL8Hbw9IFnwMb1zEJuU1uLpSUw3s0mcfy5DE8vOIjrhp4fAeNzueQRUiyj7cRFQmkoSJMl+zjQ3ii9dMtT2n5muw1yal7QhGColyFG6cEcTwIKClhq62eg5kWWPNX7OSBqN84Alrp/yoUAUWZGDeemFqqE1B9382DGEUoFGT1anVzoSozyY0fvMcdfQeT8a8NqXnHn1ak5x0nXD6EzVs0SrdKXn7V5MJJjZV9ckM19otfok0fgOiSgbdFYM2XiBqTXtcG+c2w7lg1pAUs4zBB3ik6gbBAzRTcda7Buroafv/f5VSYSe474UQy7HqUZIBMcvDqXZJ2GcFoF7+ye1+ymzy6JlZLnxbyoxkTKFEYmt+Zl77dgJOoQXtyVbPcZcxfwf9eN4ygYaTmmn5e8vE5YPFFrHZASIXKtTaDzlNRhMSTgm1f2xSoAv3xEpwKh9y8AFMuL+CttZLxwwXe7GXNS2GfXYF2zlFYc5elDho1yBUWzrPL0p0If3jFENy/eZifNty4SUS+ReQGlYiSy/iCq6iolSz+wCKeyGXcuNupMAXXvvdJuuvhfScOpDgrgpDgbfIwH0giskD/wRDsPy1r1qHDCiTw6ipRVN33GDqoUahcazHoPJWA6mBuj0vttOL0RBK2P+ma+wnnXD2CrZUBTBW0eADrXRvtxG7YTzTGj3b5EJKBANr2d2ipE+GDJ0zCrtNY8Epyu+eFYMokg/w8pU1ClqLqhCKFzYSsUKQQZTdLF3akwVPLcy0/3g8QHCeJ1qQ1sRCpm5RMK5/NYijPrt3A6Uf0oWc0q6OG6HMIokoH6kzs51c25sOLBqKGNFo75bICAdQZQ+CZxpwqZgzBCgTaNGmTnkfYMsGREBBIw0g9LWgLu/CNaau5llAERA3fa+YQQRFK2sTdc11kdRLXlaAKRNRA2R6HnvSI26klXvkBA214953nHU8s4+SLhvO311MrGdyA1uz8oNaETAPrWYH7aWNcWrOTZPw8RJXrEcgRqJlQMF7Hec1CGZmaH2RlCY7MCvOTQUeToxvkaSr6VoE991OchvnwFcdiafUY4fbpauazZ3aXRx/8+r88csVQvLmfNptzlqxWqI/WcWGfvrz07QbCqC3mLt1L5UZU1c9LPj4HML6I1R4oksP7udgPfYlbYSLyDApm9cFeGkM7PxuRoSBjHs6/KplwQScSdgJth8RK1EAURtCvHQ4xG8Ia9tzmQpc7dxn6VcPxRinYL0q89RJZLsnVuiI3SYQB+SaccbzOix9ZvP66yjFj7WZdD296fwVPnDqUnKSG+UASWS6R5WA9F0CbNhxRKBFBlYRbxkf/d6XvMXQoILx0/HozeqBddwJKpg6KQLvgaOyFa5AbqoFUHCpVLjmPuhjXBrFeNgmMIi1gNWxjP7EM/foRqQ7VdUlwJT0DIZ46+SwSnoPimqixel56PbiTX9z0aUEyMhoN4XfsaLhjJYEeymHIuAd28sTSQy0vXdgR31PrwMS2LAKeh5QiLWB5KAQtiNpharU4H5aV+iKWzz5FuB7Wsyt2ekilXzu81ceIB2xCeRkYVw1HkOpmbGo6iYBNuJXTNtd1kVtiOI+uQ26flwR+1Au3KAO1DUKW72flszd4rovcHMN+rDEOtVm98LpmoKgqlWY938a2MrqwiCzDgEylReGhcxZcNCWI6UiEgNWLNYovOYFQpkytKtBVtPEe2iSBrBfpObIiIScqED8KorgS+y8m+ngdc66JLJeIfEHmtUF6Z+eyue5rgsHu2HM/bn7+zv0U/boTYO970Pi0kt3l0ZVVlTxXt5kZPxmOrLWgzsH+pJLDR3ahxhGE3AADcnIpd0zyWshda2MmAUXSQ5eo4QyE4s/zfHwORHwRqx3QHA/7sS+RFanlLLLCxH55I9rEQux5TapTLhyMlBBUNbwmiVUckU3g3KOQ2+JgqBBQENnBln2qahM4//wM/YIhWH8NIGtAeGA+1XhBNn5ocNYpOv9cZJGxQzejkngS2/XAAVneaPjqrZeYv5UYD+hYSiX//WDOTh5DI858GiO86/bIPgcmDfFLNAAhBZG0sR7+KB23gSuORcTs1HoU00UGFGS5izk7if4DAxExW4xVM+YSrDdxHm88B0KX9Oa/n/8SM1HO4Al/o7au+dP82jpJwwqx3XU0bCpkCaGQmduLEWc+TSJRTygUaVMl1a48tfx4379JOhaq9JAygFArAYl0OqMoSUZWdmdR0Uo+Ky/n/N59OnqoPocSUrZcuSTlLnbYGSEF1NbhbDd3F7khmDkYYbS+66asM9MCFqTmJc6j6wjc2Bey23A3vt03pqH5i+8b49MWZK2ZFrBg+/z4sXVoN/SFnDCmY/HWlv9wV/exeAtWI6b2a1k0VRWygzZID2yFTgMUNNfEfmgZRA20M/tg/7VxCaJ+wRDsVzUUReKUSFQdRESgjWwUsCA1DzZnJ7EvN6h+sxviwl2cv27rz1+fdmA3ebQwHGZwOBdr9uqUMNojA+3MrlgPLiVYmYDcEPddOoi/1m6m7w+PhccbK7bilw7igbVbKE/azB2YT25tLRQUpoUs1/Mw6yXSBaGCpbskXYmmCnIMrc3LsX0OXhzHYe7cubz44osIIXBdl6lTpzJr1qw226K0F3PmzGHAgAGceuqpHfL++xpffm4PXC99gW5AOyE/LWDB9qcIf16OYjuIeg2tiUF7YGo/hOliP78Sa/ZS7OdXgpTpvzcgckMQs1PHem4Z2tkC49og5l92uCA/bqK7CmccoyNF8wtvYTiIpioQAJHf/CQT+YLa6i9Y+tLlHDHgPLI7D0j/zfcYOojZHr/a+CJErYnd5OkXUQORdLCf+zwdm0KzUIpFSjSNpp56thSrmibSAhZsn4A8tZa+/X9Mor6ERN3XRDObx2DPHgoCqK31qIu5PP7Fxzt1NKwy4zt9BCEUjHAe6zeUY4Tz2lRB5XtqHZgkTAtFeqDWI/QtCL0ERUlVDHaPFZEt6vi6rraDR+lzyKG0nA9pg89KpiVRd+hOqM5bTqbVhhtpR+40L5EV25cWtgGhCMR23xjjrlMwbjwRUZTp+8b4tA6XluNwuygUUBRmFp2E9/inyM+3Yr2+Hu3yY5sbtV95PKLKxH54CdZdi7DnLKFLNxP51ppU587TipvNWxrmyPpFCkjQHPAWWwhhoXS30C8SKMWN8SvLJUaGwKyWyF2dv6of7/uU3eTRGwf3pU8kmo4rbXwR9p8/a/b7Zzz5ORd2PYz7yp/HvnYolbecyJpLB3LzVyWsrIxRGreQ2bk4NS5OlYdT6+E4LrEyj1XzTZbPSbJqvkl8q+SXH6zj8jdXsb4mjteGhxGQehhbkbQojZlUJK027++z/3LHHXewYsUKnn/+eV555RVeeOEFPvjgA5577rkOG9M111xzyAhYsJ+JWC+99BKnn34648aN489//nNHD6f1qApiUA76j3qjX98X/Ue9kXl6y5VUcQ97jombkYF97fEkf3ESSk5wpwuw9Y//ou/QibBpBzhZmUDpDITA+7R5NYssl+ACfzQ5PBCkMJxyXy0MB7nvhP5kawFEVGBcH0wLWSJfIH6cZPUXs0nUl/D5O3fSc9Al6WO21WPI5wBie/yKwhCiUxjtnKMQR2QDtDw5nLsM/VyByBfIKDhvg3bBDl0zLx6C5dLiOWDouQB89el9TJ6opoWsnj0Uhh2n87cFSeY/k+CFFyx+eNhIBmR3Se9fEq/DdGwSdSXt1jWowVOrKX687/9sra9D4CIClcTVALaMIoxNgEuGpZJvqmyOxXD9zlI++xApBNrFg5pfuy8ehGzDk1nVbbkKQW1LNUhAIPKMZi+JPAMCbb8ZF8p2H6PcMCJq+AKWT4t4noMTr8auKcGu2oRdtw1T8VqMQ0dVKIvVELUy6aJGG+cYSzdh/3+r0M45CuO20QTOGo5QA+mGM7B9HvL4MrTh3VMHzGi5W52sd0len8B5y0Ibb2H9cQnmnYtw/rkU/TwnLWSJfIGyvUmBJ5o/ZBa5IbQfDsFTNXz2HbvLo51CGXyV2NoYV+GWva8sK8k/Ny3mE3MjV332NbM+Wc/KyhgAowqzidQabPlbPt/8ymTT7CROKWxabGNWp/KsWS3ZvMDlR726Uxq3uOm9NVSZdqs/Q6rrZpzL31zF1Jf/852FsD29R0WynpJ4DRXJ+nYXyQ50Ec6THhXJOkriVVQk6/DaaT5YWlrKiy++yL333ks0mvLKi0Qi3HbbbeTn53PLLbewYMGC9PZ9+qRWBJSVlTFz5kzOPfdcRo8ezZw5cwBYsGAB1113HZdddhmnnXYat99+e3rf+++/n3HjxjF9+nSuuuoqFixYwL///W/Gjx+PaZp88803jBw5krKysp3e92Bnv1lOWFZWxu9//3sWLFiAruucd955DBs2jF69enX00PaIrStokwrTHlYiN5QSoI7ujPx8a3o7kRtCVgtkuYdiC361dj0/6tOfLK+F5Vifb0VOOwrtnKMgU0dkBbFeXZv2JhK5IbwtgJ5aQth0aaDIF3iVXurpkmkyt5eBnVGIFqsk8vLdKGfdjMjMQ+mmELw9hLRcaqpXsfqL2VRv+xxIVaLowZSnUFs9hnwOLGwjFb9Wky6E2g8GYr/45S4nhyJPwpUGi1ZaHD1FJz9PR7tuBIm4S01c8O6ncPIxtOhHYFqVAFiJcgLuav5n6pG4noqUDv940WzmkfXum4IfjhnBTz75B5DqaKhKm0V/ndxu3lV766nl0zGU1iYQwgWllm8yCulcW0genyLVajLtXCJJFVv12BKL0T2S2dHD9TlUkBIZUNCmD0jZA2xfgi3aMvnfRXdC2uDdIjJTHlg7emKJTGPPO/v4tJKkmUSPweDD+kG1gxMOUvHnH+DWlKBf/BT3f7ucW2ZOIGPepnQcqj/qzWOblvI/keMoe9am81mgNIl3uaEa+4UvCJw1HOtZSfDmXTQXyNz+oClmt3i+yEoByJZ9O59bhnbWcKxnQfuhgbW9QlGotHj++uxjdpNHe0W7UGckCPyoE86jayDutvj763oq1z21/q/84vir+dVHmymNWxSEdW496gjK/mClu1Y6VZLS+SYF03Qqv2ysHDSrJV21lIBZGrew2/Agocq0uem9NZTGrfT+N723hifG9icvuPcPST0p2VhfxaZYFaGARsKx6ZaRQ/dITrsse2wQ4Ro+Q0FY576TjqQ4K3xALKv0pMe62jJ++uHTlCSqKAzlcP+wi+kV7bLLTqmtZcWKFRQXF5OV1dxztbi4mOLiYhYtWtTifgsXLmTy5MlMnTqVuro6Ro0axUUXXQTA8uXLWbhwIaqqMmHCBM4//3w2b97MsmXLWLhwIYlEgqlTpzJmzBhOPfVUXn/9dR599FE+/PBDbr75Zrp06dLiex7M7Dci1pIlSxg+fDjZ2akKkPHjx/Paa69x1VVXdfDI9oxmOTuZsFuPL0O/ahjW5rpGYeCCIVh/TYlOpio54/DDmP+WxR2ntWycyrZ4uluhfv0JaMO6YpfWQ62J9oMhWM9JwMKYZWA+1sQTa5aB9VcrVWWl6WQ+eWXzAU++PvUeikBkC8x4FZ/9+xc7dXcLRQo45byFfre2gxzddLB2iF/7T6lumZgtTw7QBPUBWLXaY9Vqk0su0tG0GDEnwr/+7VJbJ/l0rcKEK47FbdJBhkt6s/rzXxKKFHLsab8jmNEFKWN88n+XcNSoR6mtay4c1dZJ8o0MICVg3TP4RJS6b4D2865q6qnldyc8cLBqVFASCAHbQp3IimciE7kQqCTHLCLiZAMOG2rrfBHLZ58hALvJUkDYfkN1XeuN3V001B8MwW3SMVj9wRBcodFaO3VVVXGLMlIeWNu7E4pMo02m7j4+uyNpJtHKLKy5jX5p2hVDybvwGbb+8TTcjHwWla2i3Kzj2ivGk6dmEAmF+fW6N7ig4HgSzyg4VZKKfwsKdoh37YIh2K+C8ZMgssZs2ScraiByQ9hvrEe7aGC6arzpfBtARFqubFS6AZcYlC+xMUZoGNkCxXWw/vhxC+fvCPajW6aDnt3lUUUoZAUzkF0l4qdH4iJQrhiMN7fRQzB2aT8q1JT1RIVZTW7Q5uHjc7E9D2HXYXikBawGnCqJHm4uzhjZgko7VX1VENbR2rCs1HZlWsBqoK1C2O6oMeNsS9bxmxWvUxKvpTAc5bbBpxPVDHKCGXt9/O9bhPu+qTJjaQELoCRRxU8/fJqnRl5JXnDv54RNfa9ee+01HnnkETzPQ9d1evfu3eI+M2fOZOnSpcybN4+1a9di2zaJRCrGBw8eTCQSAaB79+7U1NSwZMkSJk6ciK7r6LrO2LFj08e69dZbOf300zn22GOZNGnSXn+eA5H9JiNv3bqVTp06pf+/c+fOrFixogNH1HqE2/JTIhnzCJx9LEo3HW8LWH+VyBpwrtZZ58TIM4JU1ns4QkObMSRdLi1yQ2gzBmH/c3Xq+LkhqLOwX/gC9SfDqa6DTFVH1pjIcg/rVYvgz0LggVfmYf3VQtZIjCsMJE7zweYUQqB5WfSuKlGCGZ39G/lDgV3Er+iaiVRAu3gQ9tOfNWtzLKWCLlMJPJopQPEIBbNwZQWjT61AU6Mk7XL+veVFjrn8DDplFENAwdYtBne+p5lQlKgrIVFfgm2WE83MTVdiNRw7VxP8dcSpYNeTTYLVHz+U/nt7eVc1eGr5HDiEarJBSSAlfJMRprhKkHC6EdYq6ZbYStguAr5lfW01JxcVdfRwfQ4VvF0YEnutv3HxFKh6Vyfrf4YTCEucuKDqXUHOtLYNRVXVtpm4+/i0AT1GWsCCBruBT7YLPqAJQWEoh8+rv2Vm9VwA5p10JYtL13J1t1OwtosI5reS0lc0iq4egRdzEUEV1wrgjYHyDy3yRupoPxiC3VTUnTEESzewrxmOZUqyQipixnAUIVEjKvZzHt761NKhBt/OHQWRZBlsfdGi86UGcUPS7+IgOMldGLv7y9L3Ka3Io0IReIZJWcV6Htyymh/MHE5eIIMKJ8afSt/gpwVTWHjqQ+hKgGw9ghuowXMsFBFGcRQCOaKZkBXIEWiZKeHKrJYY2YKuZ6v875qv01VIOUbrl5VqqqAgrDcTstoqhO2OpOdw5/JXKImnvD9L4rXcufwVHjvpgnY5/vctwn3fWJ6TFrAaKElUYXnOLvZoPQMGDGD9+vXU19cTiUSYMGECEyZMYNOmTcyYMQMhBHJ79bVtNy5Bvffee9m4cSOTJ09m7NixLFmyJL2dYTRWSTfsrygKntdy7ikvL0dVVb766itM02y2/6HCfiNieZ7XTNWUUrbJ3X/lypXfx7BaxeAj+rdcylzjYv+lGv36rlhSELhIoGYLviHBX1dv4KeDjiI3YlNiS4oyMghMG46ISEQErH98gdxQ3Wxpl6xMEItJXnpXcNZkiNwKbjKJpgXwFA/7zwraSB39PAMZk1j/stAuVlLCVVUJ5BQiLriHLzeVEYtvaPYZwuEQA8f+AVVJXas3b40R37B8H3+Te8+yZcu+035Dhgxp55HsmY6M2absKn7xwH7qPwT+56hmJd1EDezXJbFjJdFMwSmnmZhukuXLt1BQ0JmMDIX/e28WtbESohmFDCyexpptG4nHEzu88wYAjjgsn1CkkG8+m834U+/nX/8OUVuXOvbpEwIosobcQJBAMJPVS39H9dbG7y0UKSSetPhiTePv/l1jYH+hteM/lGPW82xyYzkg4tgig2/CdUCQ6kCEoBsmi3I0cwjIDfzpyxUEK8roHYx29LBb5ECO17aO/VCI2cE9Wu6uhiJa/X316NefrAk6W+ebOFUQyIHOl+nEdZtVy/7zfQ39gIrFfTXWQyFmvyuDD+u3W8EnXL2J3xxzFjf/55/p5Tx5RoTCcJQKJ0ZOjpEWEcxvJcnyANv+7uFUuaSMXVPCgj0MtLwI2tUjwPOwq6H8bUH2NLjry5VMOrwnxxjZBHIVrJjEMiXRM0B8m1qh4LwN2hVDsZtUjKlXDCEeUulydYBEQOJYJhtLN9KnyxEtn7+qcsCcHwdDzLY2j2aEQ3TLz+eyHsdz02cL0nF239ALqfymlER850ZAqf2q6H5xD7Y97eJUSQI5gk4Xq2xLltH34nwjfGtuAAAgAElEQVSEVEDxiAmLXwzpjnBd6ku+Zfn6lo/XEqFwmLuH9+TnS79KL8e7e3hPyr5ez4ZdjKstMdb5yB5pAauBkngtruu2S6x2OrxniyKclYizbPXe/95Nx/h9xKyuBCgM5TQTsgpDOejK3ksfRUVFnHHGGdx8883cc889RKNRHMdh8eLFKIpCdnY269atA+DNN99M7/f+++9zxx13cOyxx7J48WLKysp2KVIBjBgxgrlz53L++edjWRaLFy+mX79+uK7Lz372M2699VaWLl3KnDlzuOmmm/b6cx1o7DciVkFBAZ988kn6/7dt20bnzp1bvf+AAQM6TIV0qp2dnhJpFw7GfiOO/uMCyhc5JNZKCi41sEMW2RJm9Q5iyG3MOrUTC5fbnHmsRrTQQJMCV/PQzx0ApyVSFVgvfpkWtDKiKmed4bJxxT1UbvmQY0+8DeWNv6GO/THa2UVYsxuXFerXaogsBf3H88CxUxVYGTn03Y2vxrJlyxgyZAh5nXa5yX5Lw9gPFDoyZpuyq/j16jyoNXH+9gXaacUpEQuQiQDKiABepJLjTivHyIzQKdKNLkNS5uhSelw49hlcz0JVdMLBHIo67TrmpPTSlYAbPvkpE0+5iVC0GE3TCIcFQjQe98ihP6Kuck2zisHM3O7kdTocOPBiYEf29/HvLzFbtu0zqmOAUklcLWBTcBvQibgObrITmvoNx1ZW8nbnIBVqgtlbV3PDoJOZ1nPAng69T9nff+/dcaCMfV/HrFud3Ll69eJBSEVp9fdVmYxRlmmTfaWBLhUs4VEWiJPVhmO0lQPl94QDa6zfhf0lz+4JrzK5S8EHIP7xcxx+ytU83G8MUstA2DFyPIv7jjuLeV9+wA0XjSPxrJIWEZwcj06XGWybb6Zf63KpwVbNItNUqJ3npV/vfJmGG0wy86je3PLBMqYcfhgTi3pSAxiaIKFLin4ZRHEEiUqPjZ8KCn4wnHAueJqgRhMIVWAYCiEhgAAFeX1JJpNoVwxp5nGrXTEEK9wx4tCBQnvHbFvyqJQexYla5p94BQ6gqxo5RgQld/crSaQn6XatRLopLzQ1IshQmldtR2iybC6/7T6pnpQ8MbY/tivRVEGOoaHkZ7W4bVvzWnmynsJwtJmQVRiOEtT0dolVT0ruO+nInTyxumWFOSx/746/L3J4jpHB/cMu3skTK8fY+6WWALfffjtPPvkkM2bMwHVdYrEYw4YNY+7cuaiqyrXXXsuUKVMYPnx4eqXZrFmzuOmmmwgGgxQUFDBgwAA2bdq0y/cYPXo0y5cvZ+rUqWRlZdG5c2cMw2D+/Pnk5eUxbtw4RowYweTJkxk3bly7fK4DCSHl/tFqoKysjPPPP5+///3vhEIhzjvvPO666y4GDhy42/1M02TlypUdetFP2g6BcmCrlaqkCitIPQAuuLoAR0EoYIcs6r0kIZlESI+ACCDjtZiBTkgthBQBkKCqEJAORlUC57EmF9JZQyDqYgsLT7ooQkX3FISiIhUF6QJOGBwFAhKRpaK00f/iQJ4cHihj3x9itilJ2yZQLnaKXzcpEfEEbtNlrj8cgswMEdNqMTHRVIMsI3evTRKl9LASVXv0pNrTdgdKDOyK/XX8+1vMrvjiWZTHj6LYLuXrUD+uGbqKhz46hVrp0L+qFkLriOuS3x01jGW5H5CbKfkmVsl1AwdyXu+jOnr4afbX37s17O9j76iYTZpJApU2oiLRaEicF8LJ1QgawVYdw5OSb+ur2ByLEVINEq5J14wMDmsnw96W2N9/z6YcSGNtC/tbnt0TDZ5Y9g6eWHZnHTVRjlBUyMjBS1TjeS5CKKhCxVMCVKIgEETtMAFXgCqp0Rw8BJl2AOGCVCVxzcUCgoogaKrp19UMia7peFJSZZrYrkdIVbAdDc9L9UCIBF0CQsWqBzwBikSPQGAP8+JkMokeJ1VRpipYYQgGW3fuHmp8XzHbHnn0QKOtec2TknW127jhwxfSnli/G3YOvaKd2u06kTq/7OYiXDsce1/lcE96VJkxLM9BVwLkGBl7fb+yL1m+fDkbNmxg6tSp2LbN9OnTufvuu+nbt29HD22/YL+pxOrSpQvXXXcdM2bMwLZtpk2btkcBa38hqAVI5jsIQ0dxBUIBV5VI1UMNWgizFqHqBI0sAkkXz5Moik4AFaFFCAYcyAggmlVI6ciQhnrjiUjHRQRUiOgIRbRo7Lr/94nw2V8JahrJfDsVv47AC0hk2EFRBIQz0K47ASElQmuMwSzy23UMrfWk8r2rfAC2lq+gv50yziwLZ1ETKMVUJJZQARXp5BBRtnB0dTkrM45kkxtHpTtzlnks2byaO0/oRbax31z+fA4igkaQZC7ohpa+CbYzaNONlyIEh0VyyNR0LM9FV8LbJ9/+ld5n/yFoBEl2IeWB1SD4NMR6sFvjhpkFO+278yuQz85+Q6Gmr4V23kcRgrxdCkyp2XKg5cKXXRIMBiHYeKN9cEom+zftkUcPdhQh6BXtxJMjL9p+nVDb/TqROr/2fxP3XaEIpV1M3DuKHj168PDDD/Pkk08ipeSss87yBawm7Fez+ClTpjBlypSOHsZ3IqgFILfxotf4xerQpEuEvuMN+G6qGoUiIGr4ApXP905Q05rFLwRonLntV2nC5xBHSsmq8lUc701CYlBhAELBVF0sJQBSRfEiJJUgw7dt5IWiLpxUWEpB5mG8+k0JH5fmMH3hWu4Y0Z3hhZH0cb2tHiIkEJl+xvXZO4JGEIy9uwlO3TxE9ryhj08H0h6x7uPTEn5s7Rn/OnFwk52dzbx58zp6GPstB05NnY+Pj4/PIc+GbZ/xksggIOJIL8I2I47idcZUPOwASKkAgupAEV0TtRxV4/LOtjpe2fA+RwVhqOUhkjbXv72R339aiul42JuTxG+uJ3FnHHmAdN7x8fHx8fHx8fHxORTxSyx8fHx8fA4IqhKVXP3hYwwqnYAQEsfL5v9n797Doyjv/o+/Z/aUbELIAYEoBxVoioAVEAEPFSnVguIhVEXr2Vqf9odVC4IitV5XAZGqKPI8llarFXlEURFRrBV5PCMIhYKUM6JGwznktMkeZub3R8iSmAQC2SW7yed1XV6Gyc7Md3e+c8+938zc9xZ/OYbViUqXQUbYwDJdmECYdgTNr7mksIglHdwEwx1pv7MnaXYKnY0w/8jaxPzN8NrWXUz4wuECJxunMIuli77E6Ovwg7ZtaJeags/b5qhmyhURERERkfhREUtERBJCIBJhb0WIXYFKCsoCbC0uYUdJKQWlxewLWkQcN/BzJn9pVQ3yTxYFKWVAkFJ3JaeUewm53HiA1LDNtrYncvqBr+la6qFrpCcptpdPM7YwoPRUBpZ25oO2W7l6h8HQvSUYad8SttPxftCNCZWlOOwBI4BhlGBSgs8VIc3tkON1cVK6nx6ZJ9Cz3Umke9OxHIN0j4sT07z43Ec3mYaIiIiIiDSeilgiInLMviuvoLC8EttxsGr+Z1f9vzwc5tvyUiotm0A4QkXEosKyqYxYBCIWByorKQlbVEYM7O+PAOiAgxtIwXAMTi6Hy7+zyCuvxI6cQElKCk7aExhuP9+kX8DpxWcQ9LnwV7jJrAjwTXp7wsZ3zFpjsLVNkL3+xXQOfI0n1I/cwMn8V0WE9qEKnPAJvNolyMhdZfQPrueOzX7+metiY5sMcNKx6EjADhKIWOyphI0lJu996wb2Y3CgRrgOEKn6zwiDEcbABmwM08I0gmBU/dvBwrZD8NUWDBwMw8HAxjTAMMA0wGVauA0H0wCP6SbV7SXF5SXF5SPF9OI23RiGgdsw6ZXVCZdh4lR9bNSceLjq39XxVY2jYRoGLqPmz8bBn6nxc8Ov2VYRxthTVDUmQY071Tqnp5KTkvgzq4mIiIhIckr6IlZ1Rz0UCjVzJIcEg8HmDqFJkjn+psTu9XqPy2NDiZizNSXz8YfWFX8i5OyN766gNBw5uu1hU1VasQELDk63zqESDFUlFy8u+8TqIHji31+REbGxwzmErc78J6ecs9iIWXktGzK3M+LbH7E5C7pF2tAuFOBHBang6oM3dQN9D2yCA+nAaUAlsBHH9mBX5vGvrBKe7PUB/+zUnpkrunL5rhIu3wX5P/4be3wdcIV7YdidMZwMqoaSDOEY5ThGCAgDDobjATwYjg/wglNVeIu+ZxtC5i4wIgdLdQd/Zx3VR/c9hz73pd9sa8qGjk3hv+os+mFmOrN/fEaDqyRCzh5PydQeKdb6tbacPVbJlD+NlazvqaXlbLIeh6PVWt4n1H2vxytnpeUwnJp/rk1CpaWlbN68ubnDkBagd+/e+Hzxv4NAOSuxkgg5axgGKSkpuFwu6lxMnKp7fzxuNy6PJ/pvHAfbcaL/drtdeN0eME3AwbYP3jFkGhgOGG43tm1jmiYu08TlcuN1uTCovU8DosUwAwO7aoz3g0ucQy9yDu7jYL0sEglhO1XrmIYJhkPYihCxrFp3NBmmeajUdjB+DA52vIyqG5IME+PgMqN6GQZWJEI4EsFxnOg2zKoXVsVt1CptYQCW4xCJRA4tN4yD2z30c/XnHAgE6u0AR7uENTqHxhH+3dB69f7+eyKRCJWVlQ38NjFyVuRoKGcl2ShnJdkcr5xtquXLlzN27FgWLlxITk4OAE8//TT//ve/qaysZPLkyXTo0KHeddetW8e8efOYMmUK999/P6NHj6ZPnz7HM/wWJemLWLZtU15ejsfjUQVXmuR4/RVAOSuxopyVZKOclWSjnJVko5yVZJNMd2I9/PDD7Nixg6eeeorVq1czYcIEXnnlFTIyMpo7tFYl6YtYIiIiIiIiIiIAtuNQFCwnZFt4TRdZvrSqO+CbKBQKceWVVzJq1CheeOEFHn74Yfr27cvQoUN5/vnnWbFiBR999BHFxcV88803nHPOOTz44IMsX76cWbNmMWfOHK6//nrGjBlD//79efDBB9myZQt79+4lLy+Pxx57jL179zJmzBh69OjBhg0byMnJ4YknniAzM5PFixczc+ZM/H4/PXv2xLIspk2bFoNPLLmYzR2AiIiIiIiIiEhT2Y7DtpI93PzhHC7955+5+cM5bCvZUzWURRN5vV4eeeQRpk2bxogRI+jbt2+d16xevZqZM2fyxhtv8H//939s2rSp3m2tXr0aj8fDSy+9xLvvvktpaSkffPABABs3buTmm2/mzTffJCMjg0WLFrF//36mTp3K3//+d1555RWKi4ub/H6SlYpYIiIiIiIiIpL0ioLljF3+KoWBEgAKAyWMXf4qRcHymGz/X//6F1lZWSxbtiw6dmlNffv2JT09ndTUVDp37txgsWnAgAFce+21zJ07lylTprBjxw4CgQAAOTk5nHbaaQD06NGD4uJiVq5cSd++fenQoQOmaXL55ZfH5P0kIxWxRERERERERCTphWwrWsCqVhgoIWQ3aUpoALZu3cqTTz7JvHnz8Hq9PPXUU3VeU3OQesMwaGj0pvfee49x48aRkpJCfn4+AwYMiL62vm2Ypolt201+Dy2BilgiIiIiIiIikvS8potcf+2B1nP9GXhNV5O2GwwGufvuu7nnnnvo3Lkz06ZN44UXXmDNmjXHtL1ly5YxfPhwRo0aRUZGBsuXL8eyGi609evXj3Xr1rF7924cx2Hx4sVJMyB+rLmbOwARERERERERkabK8qXx6MBR0UcKc/0ZPDpwFFm+tCZtd+rUqfTo0YPLLrsMgJNOOon77ruPe+65h/Lyo39U8corr2TcuHG89dZbeDwe+vXrR0FBQYOvz87OZtKkSdxyyy14vV46derUamdF1OyEIiIiIiIiItIixGt2wmO1ZMkS5s+fz+zZs495G0VFRcyZM4cxY8ZgmiaTJ0+ma9euXH/99TGMNDnoTiwRERERERERaRFMwyAnJb25wwBg8eLFTJkyhYkTJzZpO5mZmZSUlHDJJZfgcrno1asXV111VYyiTC66E0tERERERERERBKeBnYXEREREREREZGEpyKWiIiIiIiIiIgkPBWxREREREREREQk4amIJSIiIiIiIiIiCU+zE4qIiIiIiIiIHMa6deuYN28eAKNHj6ZPnz7NHFHrpNkJRUREREREREQk4elOLBERERERERFpEWzHoShYQci28JousnypmIbR5O0uX76cWbNmATBmzBj69+/Pgw8+yJYtW9i7dy95eXk89thj7N27lzFjxtCjRw82bNhATk4OTzzxBJmZmSxevJiZM2fi9/vp2bMnlmUxbdo0Hn74YT755BNM02TYsGGMGTOGJ598EoA77rgDgKFDh/L888/TqVOnJr+XZKYxsUREREREREQk6dmOw7aSfdzywatc9s4cbvngVbaV7MOOwwNoq1evxuPx8NJLL/Huu+9SWlrKBx98AMDGjRu5+eabefPNN8nIyGDRokXs37+fqVOn8ve//51XXnmF4uJiAL799ls+/PBD3njjDV588UW2bt1KMBiMebwthe7EEhEREREREZGkVxSsYNxnb1MYKAWgMFDKuM/e5m/njyInxR/TfQ0YMIDMzEzmzp3L9u3b2bFjB4FAAICcnBxOO+00AHr06EFxcTErV66kb9++dOjQAYDLL7+cJUuW0KFDB3w+H6NHj+aCCy5g3Lhx+Hy+mMbakuhOLBERERERERFJeiHbihawqhUGSgnZVsz39d577zFu3DhSUlLIz89nwIABVA85XrMIZRgGjuNgmia2bdfZjtvtZv78+dx5550cOHCA0aNH8+WXX0bXqxYOh2P+HpJR0hexHMchGAyi8eklWShnJdkoZyXZKGcl2ShnJdkoZyVReU0Xuf42tZbl+tvgNV0x39eyZcsYPnw4o0aNIiMjg+XLl2NZDRfL+vXrx7p169i9ezeO47B48WIMw+A///kP1113HQMGDGDChAl069aNL7/8kqysLLZu3QrA2rVr2bNnT8zfQzJK+iJWKBTiiy++IBQKNXcoAKxfv765Q2iSZI4/WWJPtJytKVk+w4Yo/vhQzsaHYo+fRMjZRP+MalKszS8RcvZYtcRj0hLfU6wdj5xtLcehtbxPOD7vNcuXyiODhkcLWbn+NjwyaDhZvtSY7+vKK6/krbfeYuTIkdx5553069ePgoKCBl+fnZ3NpEmTuOWWWxg1ahSRSASfz8dpp53GGWecwSWXXMIVV1xB9+7d+fGPf8yIESM4cOAAI0aMYM6cOdHHE1s7jYkVY5WVlc0dQpMkc/zJHHuiSPbPUPG3Psn8mSn2li2ZPiPFKk3REo9JS3xPyai1HIfW8j7h+LxX0zDolpHD384fFfPZCUtLS/H7/cyePTu6bNGiRfW+dunSpdGfq2cXLCoqYuPGjbzxxhuYpsnkyZPp2rUrABMmTGDChAm1tpGVlcXzzz/f5LhbGhWxRERERERERKRFMA0j5oO4L168mClTpjBx4sRj3kZmZiYlJSVccskluFwuevXqxVVXXRXDKFsHFbFERERERERERBowYsQIRowY0aRtGIbBpEmTYhRR65X0Y2KJiIiIiIiIiEjLpyKWiIiIiIiIiIgkPBWxRERERBKM4ziaul5ERETkexJqTKylS5cya9YsKioqOOecc/S8qBwzx3agrBInYmG4XZCegmE2fUYKOb50HEViT+dVctj+dohgscNp16Q0dygiCUftWOuhYy0i35cwRaxvvvmGP/zhD8yfP5+cnBxuvPFGPvjgA84///zmDk2SjGM7OIVFhP66FGd/OUZ2Gt7bhkJuli56SUTHUST2dF4lj+ABh2CJ7sQS+T61Y61Hmt+vYy0idSTM44TvvvsuI0aMoGPHjng8HmbMmMGPfvSj5g5LklFZZfRiB+DsLyf016VQVtnMgclR0XEUiT2dVyKS7NSOtRonZbbTsZaE9dprr3Hvvfdy//33s27durjv77333uOJJ56I+36SgeEkyIALf/jDH/B4PBQUFFBYWMiQIUO46667MIzDV9mDwSBffPHFcYpSkkGvE0/BeWhRneXGxJGs//bLetfp379/vMOKUs42zrEcx9ZEOSvHojnPK+Xs0QmuOAkz5MN73pcaG6uZKGcTk/oHDWtpOatj3fIdz5yNtddee40VK1Ywbdq05g6l1UmYxwkty2LlypXMmTMHv9/Pr3/9axYsWEB+fn6j1u/duzc+ny/OUR7ZqlWrkvpkTOb4q2N3SioIZqdF/2oDYGSn4fOnJtR7S5ScrSmRjv+xHMdEiv9YJHr8ytnYao7YY9U+Jsvn3pw529TPaP2mSkIlDn379YthVPVLluMJyRXrsUjEdvZIjvcxOR79vJaeZ7EUz5wtLdyDJwn69E3VmvLteL1X23EoClYSsi28possXwrmEW6OOVbXX389Y8aMoX///jz44INs2bKFvXv3kpeXx2OPPcbevXsZM2YMPXr0YMOGDeTk5PDEE0+QmZnJ4sWLmTlzJn6/n549e2JZFnfeeSf5+fm88MILdO7cmVGjRjF27Fj279+votlBCfM4Ybt27Rg8eDDZ2dmkpKQwbNgw1q5d29xhSTJKT8F721CM7DSAQ8/Pp2tw3KSi4ygSezqvkouGfBGpS+1Yq/Htgb061nLUbMdhW0kRt7z/Fpf94xVuef8ttpUUYcf5rubVq1fj8Xh46aWXePfddyktLeWDDz4AYOPGjdx88828+eabZGRksGjRIvbv38/UqVP5+9//ziuvvEJxcTEAubm5jBs3jgcffJD//u//pm/fvgwZMiSusSebhLkT64ILLmDChAmUlJSQlpbGRx99xE9+8pPmDkuSkGEakJuF73cXayaTJKbjKBJ7Oq+SjR4jFPk+tWOtR3kggJGnYy1HpyhYybhlSykMlAFQGChj3LKl/G3IxeSkpMZtvwMGDCAzM5O5c+eyfft2duzYQSAQACAnJ4fTTjsNgB49elBcXMzKlSvp27cvHTp0AODyyy9nyZIlAIwaNYq3336bRYsW8eabb8Yt5mSVMEWsH/3oR/zyl7/k2muvJRwOc8455zBq1KjmDkuSlGEakJGqP2InOR1HkdjTeSUiyU7tWOuhYy1HK2Rb0QJWtcJAGSHbavK2V65cSefOnenQoQOO4+ByuaK/e++995g5cyY33HAD+fn5FBUVRce0rPnIrWEYOI6DaZrYtl3vfoLBIDt37sSyLHbu3Mmpp57a5NhbkoR5nBDg5z//OW+++SbvvPMODzzwAKaZUOGJiIiIHB+6CUtEROSoeU0Xuf70Wsty/el4TVcDazTeq6++Gr1batOmTXTu3Dn6u2XLljF8+HBGjRpFRkYGy5cvx7IaLpz169ePdevWsXv3bhzHYfHixdFJ7R5//HEGDRrEfffdx3333XfY7bRGqhKJiIiIJCTdeyAiInI0snwpPDJ4aLSQletP55HBQ8nyNX0stV/96le8/vrrDB8+nC1btnDNNddEf3fllVfy1ltvMXLkSO6880769etHQUFBg9vKzs5m0qRJ3HLLLYwaNYpIJILP52PNmjW888473HXXXfzsZz8jMzOTv/3tb02OvSVJmMcJRURERERERESOlWkYdMvI4m9DLo757ISnnHIK8+fPr7Vszpw50Z8XLVpU73pLly6N/nzHHXcAUFRUxMaNG3njjTcwTZPJkyfTtWtXzjjjjFqvnz17dvTn/Pz8Jr+HlkBFLBERERERERFpEUzDiOsg7rGQmZlJSUkJl1xyCS6Xi169enHVVVc1d1hJQUUsEREREREREZHjxDAMJk2a1NxhJCWNiSUiIiKSgGLw5IOIiIhIi6IiloiIiIiIiIiIJDwVsUREREREREREJOGpiCUiIiIiIiIiIglPRSwRERGRROM0dwAiIiJSU0FBAUOHDq2zPC8vr8F1li9fzvXXX39U+7ntttvYtWvXUcfXWmh2QhERERERERGRBPDXv/61uUNIaLoTS0RERERERERaBNtx2FdZSWF5OfsqK7Gd+N/ebFkWDz30EFdccQWXXnopzz33XPR3RUVF3HrrrYwcOZL777+fUCgEwIcffsjPf/5zLr/8csaMGUNRUREAQ4cOpaCgIO4xJyvdiSUiIiIiIiIiSc92HLYVF3PPso8pDATI9fv50+Bz6da2LaZhNHn7u3fv5rLLLquz/OWXXwZgwYIFhEIhbr31Vnr37g1UPYY4a9Ysunbtyt13382LL77IyJEjefTRR3n++edp27Yt8+bN45FHHmHKlClNjrGlUxFLRERERERERJJeUTAYLWABFAYC3LPsY565YBg5KSlN3n779u1ZuHBhrWV5eXksW7aMDRs28NlnnwEQCATYtGkT3bt358wzz+Tkk08GYOTIkbz22mt06dKFwsJCbrjhBgBs26Zt27ZNjq81UBGrmTmOTaCyCMsO4TK9+FOyMAw95SnNS3kpovNARCRZqL1ufXTMpSEhy4oWsKoVBgKEbSuu+7Usi3vuuYcLL7wQgP3795OWlsaaNWtwuw+VXRzHwe12Y1kW/fr1489//jMAwWCQ8vLyuMbYUuhMb0aOY7OneCtzl9zAXxZdzNwlN7CneCuOYzd3aNKKKS9FdB6IiCQLtdetj465HI7X5SLX76+1LNfvx2O64rrfQYMG8fLLLxMOhykvL+faa69lzZo1AKxatYrvvvsO27Z5/fXXOfvss/nRj37EmjVr+PLLLwH4n//5H6ZPnx7XGFsKFbGaUaCyiNc/upuS8kIASsoLef2juwlUFjVzZNKaKS9FdB6IiCQLtdetj465HE6Wz8efBp8bLWRVj4mV5fPFdb+jR4/m5JNP5oorrmDUqFHk5+czcOBAALp3787EiRMZOXIkHTp04Oc//zknnHACU6dO5a677mLkyJGsX7+eCRMmxDXGlkKPEzYjyw5FG99qJeWFWHaomSISUV6KgM4DaX7HYSIlkRZB7XXro2Muh2MaBt3atuWZC4YRti08possny8mg7p36tSJpUuX1lm+adMmACdQkxIAACAASURBVCZNmlTndwMHDuTFF1+sd3tDhw5l6NChdZbXtw85RHdiNSOX6SUjLbfWsoy0XFymt5kiElFeioDOA0kQTe9vi7R4aq9bHx1zORLTMMhJSaGjP42clJSYFLAkcaiI1Yz8KVlcft6MaCOckZbL5efNwJ+S1cyRSWumvBTReSAikizUXrc+OuYirZseJ2xGhmFyQtvu/GLY85pZQxKG8lJE54GISLJQe9366JiLtG4qYjUzwzBJS81p7jBEalFeiug8EBFJFmqvWx8dc5HWS+VqERERkQSkETxEREREalMRS0REREREREREEp6KWCIiIiIiIiIikvBUxBIRERFJNI7T3BGIiIhIDQUFBQwdOrTO8ry8vGaIpvVSEUtEREQkEWlQLBEREZFaNDuhiIiISIIJ2zaWrbuxREREjpbtOBQFg4QsG6/LJMvnwzTi+5chy7KYPn06K1aswLIs8vPzuemmm1i+fDmzZ88mJSWFbdu2kZeXxyOPPILX62XGjBksW7aM4uJi2rdvz4wZM2jXrh3nnnsuF110EatWrcLlcvH444/TuXPnuMafTFTEEhEREUkwX5Xtxw47nEl6c4ciIiKSNGzHYVtxCeM//ZzCQAW5/lSmnz2Abm0zYlLI2r17N5dddlmd5S+//DIACxYsIBQKceutt9K7d28AVq9ezdtvv0379u256qqr+Pjjj+nWrRvbt29n3rx5mKbJ+PHjeeONN7jlllvYs2cPgwcP5ve//z3Tpk1j7ty53HvvvU2OvaVQEUtEREQkwViOrWGxREREjlJRMBgtYAEUBioY/+nnPD30XHJSUpq8/fbt27Nw4cJay/Ly8li2bBkbNmzgs88+AyAQCLBp0ya6d+9Ojx496NixIwDdunWjuLiYrl27MmHCBObPn8+XX37JmjVr6NKlS3Sb5513HgA9evRg5cqVTY67JVERS0RERERERESSXsiyowWsaoWBCsKWHdf9WpbFPffcw4UXXgjA/v37SUtLY82aNfh8vujrDMPAcRy++OILxo4dy0033cRFF12EaZo4Nf56Vb1O9evlEA3sLiIiIiIiIiJJz+syyfWn1lqW60/F44pv6WPQoEG8/PLLhMNhysvLufbaa1mzZk2Dr//8888566yzuOaaazj55JN5//33sSwrrjG2FCpiiYiIiIiIiEjSy/L5mH72gGghq3pMrKwad0PFw+jRozn55JO54oorGDVqFPn5+QwcOLDB148YMYKNGzcycuRIbrjhBnr37k1BQUFcY2wp9DihiIiISIIxHNDDAyIiIkfHNAy6tc3g6aHnErZsPDGcnbBTp04sXbq0zvJNmzYBMGnSpDq/GzhwYK1i1rRp06I/z58/v979VG8PID8/n/z8/GOOuSVSEUtEREQkAamIJSIicvRMw4jJIO6SmBLyccKHH35YU0iKiIiIiIiIiEhUwhWxli1bxoIFC5o7jITl2A5OSRB7fwCnJIhj6++0cvwpDyWRKT+lJaiwQoTscHOHIZLQ1N7LsVLuiCSvhHqc8MCBA8yYMYP/+q//YuPGjc0dTsJxbAfnu1JCs1fi7K/AyE7Fe/uZcGIbDLPpz/iKNIbyUBKZ8lNaCttxMPSdSqRBau/lWCl3RJJbQt2J9cADD3D33XeTkZHR3KEkprJQtLEFcPZXEJq9EspCzRyYtCrKQ0lkyk9pQRx9lxJpmNp7OVbKHZGkZjiOkxB/55s/fz5bt27lvvvu47XXXmPFihW1Ru5vSDAY5IsvvjgOETa/Xid2w5n8SZ3lxqRzWP/dtmaIqOXo37//cdtXsues8jAxKGfrp/xMXMrZo/PF++mYtknvYWXYtt3c4bRKytnEpva+LuVs4yh3EsfxzFlpORLmccLFixezZ88eLrvsMoqLiwkEAkydOpWJEyc2av3evXvj8/niHOWRrVq1Km4no1MSJJidGv2rAYCRnYovLTVm+4xn/PGWbLEnSs7W1JjP8Hjk4bFKthz4vkSPPxlyNpHz8/sS/XgfTrLE3pw529TP6D8fbAYD+vbtG8Oo6pcsxxOSK9ZjkYjt7JE01zGJZ3vf0vMsluKZs/E6DonWV2hN+Zbs73XlypX88Y9/rLVs8+bNdOrUiUsvvZQ77rijUdtZt24d8+bNY8qUKdx///2MHj2aPn36xCPkFilhiljPPvts9OfqO7EaW8BqNdK9eG8/s+7z2+ne5o5MWhPloSQy5ae0FAlxn7xIAlN7L8dKuSPH6Mwzz2ThwoXRfz/33HMsWLCA884776i206dPn2jRasqUKTGNsTVImCKWHJlhGnBiG3z3nIMTsTDcLkj3agBCOa6Uh5LIlJ8iIq2D2ns5Vsqdls92HIqCIUKWjddlkuXzYhqxPb4rV67kqaeeYv78+SxcuJC1a9cyevRodu3aRX5+PnfccQeWZTF9+nRWrFiBZVnk5+dz0003sXz5cmbNmsWcOXO4/vrrGTNmDP379+fBBx9ky5Yt7N27l7y8PB577DH27t3LmDFj6NGjBxs2bCAnJ4cnnniCzMxMFi9ezMyZM/H7/fTs2RPLsho1JFOyS8giVn5+Pvn5+c0dRkIyTAMyfKiJleakPJREpvyUFsFxdDeWyBGovZdjpdxpuWzHYVtxGeM/WUthoJJcfwrTzzmdbm3TY1bI2rdvH7/73e+YPHkyXbp0iS6bN28eZWVlDB06lJtvvplFixYBsGDBAkKhELfeeiu9e/eud5urV6/G4/Hw0ksvYds2N954Ix988AG9evVi48aNTJ06ldNOO4077riDRYsWcfHFFzN16lReffVVTjjhBH7729+Snp4ek/eX6BKyiCUiIiLSqiXGvDsiIiJJpSgYihawAAoDlYz/ZC1P/+RMclKaPn6bbduMGzeOiy++mJ/+9KfR5eeddx5er5fs7GyysrIoLi5m2bJlbNiwgc8++wyAQCDApk2b6N69e53tDhgwgMzMTObOncv27dvZsWMHgUAAgJycHE477TQAevToQXFxMStXrqRv37506NABgMsvv5wlS5Y0+f0lAxWxRERERERERCTphSw7WsCqVhioJGzFZqbfWbNmEQqFGDt2bK3lbveh0ophGDiOg2VZ3HPPPVx44YUA7N+/n7S0NNasWVNnu++99x4zZ87khhtuID8/n6KiIpyDf9CqOXlC9bZN02y1sxebzR2AiIiIiNSle7FERESOjtdlkutPqbUs15+Cx9X00scnn3zC/PnzmTFjRq2iVUMGDRrEyy+/TDgcpry8nGuvvbbeAhbAsmXLGD58OKNGjSIjI4Ply5djWVaD2+7Xrx/r1q1j9+7dOI7D4sWLMWI87lei0p1YIiIiIiIiIpL0snxepp9zep0xsbJ8TZ99cvbs2ViWxW233VZr+d69exk9enSd148ePZqvvvqKK664gkgkQn5+PgMHDmT58uV1XnvllVcybtw43nrrLTweD/369aOgoKDBWLKzs5k0aRK33HILXq+XTp06kZGR0eT3mAziVsTatWsX+/bti94CB9CrV6947U5EREREREREWjHTMOjWNp2nf3ImYcvGE8PZCZ9//vlGvW7p0qXRnydNmlTn96Wlpfj9fgDmzJkTXV49EPzhtnfHHXcAUFRUxMaNG3njjTcwTZPJkyfTtWvXRsWX7OJSxJoxYwbPPvss7dq1iy4zDIP33nsvHrsTERERaVEMDD1OKCIicgxMw4jJIO7xsHjxYqZMmcLEiRObtJ3MzExKSkq45JJLcLlc9OrVi6uuuipGUSa2uBSxFi1axNKlS2sVsUREREREREREWqsRI0YwYsSIJm/HMIx67/JqDeIysHtWVpYKWCIiIiIiIiIiEjMxvRNr/fr1AJx22mlMnjyZkSNH1hq1X2NiiYiIiByZHiUUERERqSumRazqQcaq1RyATGNiiYiIiDSOgQpZIiIiIt8X0yJWddFq586ddOzYsdbvtmzZEstdiYiIiLRwKmOJiIiI1BTTMbEOHDjAgQMH+NWvfkVxcTEHDhyguLiYvXv31rlLS0REREREREREpLFiWsQaO3YsgwYNYvPmzQwcOJBBgwYxcOBAhgwZovGwRERERERERCQpFRQUMHTo0DrL8/LyGlxn3bp13H///fEMq9WJ6eOEzzzzDAD33XcfDz30UCw3LSIiIiIiIiKSNPr06UOfPn2aO4wWJaZFrGoPPfQQBw4coKKiAsdxsCyLr7/+mnPOOSceu0so7Tt2YGd5KRHHwW0YtEtJxWW4oKwcLAtcLkhPwzCNWus5tgNlIZyIheF2Qbq3zmsAbMehKBgkZNl4XSZZPh9AnWWmUXfdxvD7UwkG9mFbIUyXF29qFoZhHlWMkpxsx+GErl3ZWx4gI2zgth1wm5R6oMyycBkGPpdJW58PA4fKYDGldhjDcdE2nILbNhqdF1W5dPhzojk4jk2ooqje/JfEV7ONipgGJR4Hw2XS1uulOBSqt910LIeMkIPLsnFcDhFfBF9q22Y/7rZjUxQsIWSH8ZgesiIezHAkoc4XiTcN7S6ti2M7OOUhCFtgO+BxYbTx1WrvHMcmWFlMwHEIOm5sx8DncpNmBLEjFZguLykpWeAY2IEAB4AQ4HG5cBlQGYO+ssSf49hUVhbRvfuJ7AnswXBcZIS8uG0Tx7QJeyrA5aGcFEJ27WNa/V3JsRwywmBaNpZpUJlq0kbHvdWoyoMwYcvB4zLI8nnifuzLysqYOHEiu3btYvfu3QwePJgpU6awYsUKZs2axZw5c7j++uvp06cPq1atYv/+/UyaNInzzz+fzZs388c//pFAIMD+/fv51a9+xTXXXMOTTz7Jrl27+Oqrr/j222+58sor+fWvfx3X95EM4lLEmjlzJrNnzwbA5XIRDofp3r07ixYtisfuEkbEilDuT+XeDz+gMBAg1+9n2qDBdDPd2DNfxCkqwcjKwHNrPnQ8IXpRdmwH57tSQrNX4uyvwMhOxXv7mXBim1oXbttx2FZcwvhPP6cwUEGuP5XpZw/Aa5rc9fHyWsu6tc046hPVcWw6ZMOnC2+koqyQ1PRc+l/4GG2yu4NjNCpGSU5VuVXM05s3Mr5jHvaz6wgePM7OLafzh+0b2BcMMunMM2iXEibLKOXryn089+U/ua/d1djP/jv6+iPlhWM7ODv3EH7mtQbPiebgODal+7ey6p+/q5P/zV3QkCOrrx01bu7Di6UFDOtyCvctWxltIx8/dyAh2+aZ9ZsYn3sq9rNrsQ6uw809KMsuIb1t52Y77rZjs7XkG373+SMUVuwlN7Udj/UaQ5eXV2CUlCfE+SLHh0pY0lo4toO9pxyKKwnPWVtvX9NxbMqKv2aXHaHYSuGPK9dE+9tTzzyDb1fcT2XFXs4bOoN02vNlZZDxa9ZF2/5JZ57B/3yxgf2VwWPuK0v8OY5NcdFW1q75M1m9b+Tvm5Yc7GuuifY1jZvz+K6txe+Wr6z1/eeUjDZ8WVJa7/XdueV0vs0OcVJGGx33Fq7qe02A8R9vZmcgREe/l+nn/oBubf0xOfa7d+/msssuq7P8/fffp2fPnsycOZNQKMTFF1/M+vXr67wuHA7z0ksvsXTpUp544gnOP/985s+fz29+8xsGDx7MN998w6WXXso111wDwKZNm5g7dy6lpaUMGzaMX/ziF2RkZDT5fSSzuPTQX3/9df7v//6Piy66iH/+85889NBDdO/ePR67Sih7Kyu497NlFAYCABQGAtz72TL2uQycohIAnKISws+8VnUXSrWyUPSLF4Czv4LQ7JVQFqq1/aJgMFrAqtp+BeM//ZxvywN1lhUFg0cdf6iiiH8vHU9FWSEAFWWFrPrn7whVFDU6RklORcEg9yz7mGtzTyHt2XW1jnPK39by21O7UxioYPLKNXxbHqDU8XLvv//CdR0uJO3ZzUeXF2Xl0QIWNHBONINQRVG0gAXfy39JfPW0UWnPruO6k7pHC1hQ1UZ+Wx5g/Kefc+2JnfE/u7bWOjy7hVBREZWVzXfci4Il0QIWQGHFXn63fhalF/VPmPNFRCSmykKwJxAtYEHdPkWooog9ZTvZGQpFC1hQ1d+euHINXfr8hkBZIR8tvZsiw4kWsKpeU9WHuT6ve5P6yhJ/lZVFfLT0bjr0uJz71j5db1/TeXYTlWVGne8/+yorG7y+p/xtLWUHAjrurUBRMBwtYAHsDIQY//FmioLhmGy/ffv2LFy4sNZ/AJdccgnnnHMOzz33HJMnT+bAgQMEDrZTNZ133nkA9OjRgwMHDgBw7733EgwGmT17No8//nit9QYOHIjX6yUnJ4fMzExKS0tj8j6SWVyKWNnZ2bRv355TTz2VjRs3cvnll7N58+Z47CqhRBwnekGtVhgIEPne65yiErDsQ/+OWNFGNrpsfwVOxKq1LGTZ0cb60PYrSHG76ywL19h+Y9lWKPoFvlpFWSG2FWp0jJKcQpZFYSBAO7ev3uOc4/YCh/LNNtwUVuzlBFfG0eeFZUULWNF1vndONIfD5b8kvobaqBTHqNNuprjdFAaq8rq+dbyu9GY97iE7HC1gVSus2Es4veoxyEQ4X0REYsmJWOBzHbZPYVsh8PhJdfvr7W+7fdkABMoKCbvMevvMGd5D/Zlj6StL/NlWiEBZIS5f28P2NTPMut9/IrZz2Ot7hukmbOu7S0sXtpxoAavazkCIsBXf+5vnzJnD9OnTyc7O5rrrrqNbt244Tt19+g4Oa2HUuCvsrrvu4t1336Vbt27cdddd9b6+ep36ttnaxKWI5Xa7+frrrzn11FNZuXIlkUiEYCuoersNg1y/v9ayXL+/zjObRlYGuA599IbbVfUYS83XZKdWjS9Ug9dlkuuv/bpcfyqVkUidZR7X0R9a0+UlNT231rLU9FxMl7fRMUpy8rpc5Pr97I0E6z3O+yJVF4LqfDOdCLmp7dhjlRx9XrhcVedAzXW+d040h8PlvyS+htqoSsOp025WRiLk+qvyur51QlZZsx53r+khN7VdrWW5qe3wlFVdRxPhfJH4M9RHlVbEcLsgaB22T2G6vBAOUBEJ1NvfjgT3A+BPz8Vj2fX2mUtCh/ozx9JXlvgzXV786blYweLD9jVL7Lrff9ymcdjre4kdwWPqu0tL53EZdPTX7sd19HvxuOL7GOknn3zC1VdfzaWXXkowGGTjxo3YduOK5Z988gm//e1vGTZsGB9++CEAlqWCa0Pi0nrffvvt/P73v2fIkCG8++67DBkyhEGDBsVjVwmlXUoq0wYNjl5Yq8fEyrGc6Jf26Pg/6WmHVkz34r39zGhjGx0DIL32yZfl8zH97AHRi3L1898npfnrLMuqUbFtLG9qFj8aOj36Rb56TCBvalajY5TklOXz8afB5/K/hV9SfnOfWse58pbTmbl9a3Q8iZPS/LQxQkz70a94Ydc/Kb/5B0eXF+lpeG7NP/w50Qy8qVn0v/Cx+vNfEl89bVT5zX144dutPDT4zFpt5ElpfqafPYD//e4bAjefXmsdbu6BNyuramDgZpLly+CxAeOihazqMbHavLMqYc4XiT+X48Hj6BorrUS6F07w47n+9Ab7FN7ULE5I70hHr5ffn3lGrf721DPP4Ot1/4M/PZfzhs4gyzGYfkafWm3/pDPPYM6mrU3qK0v8paRkcd7QGeza8joPnf7Levuaxs15pKQ7db7/5KSkNHh9r7zldNIz/TrurUCWz8P0c38QLWRVj4mV5fPEdb833ngjs2bNYuTIkUydOpW+fftSUFDQqHXvuOMOrr32WkaMGMGqVas46aSTGr1ua2Q4cb4fraKigq+++oq8vLxat8zFSjAY5IsvvqB37961brVrLt98W4Ans20DsxPaVX89j8HshGHLxvO9WbZqLjvWQes2bPgPp3btkJSzE65atYr+/fs3dxhHlGg5W812HAr27SPN76dN6HjNTtjwOXEsmpoDzT07YaLmcKLmLNT+zL4/O2Gp1wHz0OyE9bWbWA5tmml2wsMd70OzE0bwmO6DsxNaMT1fmiJRc7VaIuRsUz+jhVP3AiaXTcyOXVANSPTjWVMyxXo0EiFnj1Wsjknt2QkBjxmT2QnDgPvg7ITBRvaVW2qexVI8c7Z6dsJQKETI4z7s7IRhu/Yxrf6uhOXQJklmJ2xN+Xa83mtzzE4ox09cZicsLy/nkUceYfv27TzxxBP87//+LxMmTCAtreX/5Xj3zl30P6lT3V9kpB92PcM0IMPHkU4t0zDISUmps7y+ZcciEKjA58+p93eNjVGSk2kY7PnqK7r07w817tJve/C/2gxSU7JIrbO8capy6fDnRHMwDLPB/JfEV7ON8gI1j+Rh280al6a4XBSPgWmY5KRkNncY0swMXXGlFTFMA6PN4YshhmGSkppF3RY9FajRZhrgSk9DV/TkZBgmqak5/Oc/NQoeNa7VLqr6kPV9+6nvu5IbSK7SsDRVVR7obuaWKi5/ap48eTIZGRns27cPn89HWVkZDzzwQDx2JSIiItLiqIAlIiIiUldcilgbNmzg7rvvxu12k5qayiOPPMKGDRvisSsRERGRFslBo7uLiIiI1BSXIpZp1t6sZVl1lomIiIiIiIiIiDRWXIb/GDBgAH/605+orKzko48+4oUXXuCss86Kx65ERERERERERKQViMvtUePGjcPv99OmTRsef/xxfvjDH3LvvffGY1ciIiIiIiIiItIKxPROrOuvvx6jxtSVKQdnhli9ejW//OUvef7552O5OxERERERERGRuCsoKOCGG25g6dKltZbn5eWxadOmZoqq9YlpEeu6664D4N1336WsrIxRo0bhcrlYuHAhGRkZsdyViIiIiIiIiIi0IjEtYl100UUAPPPMM8ybNy86mPuQIUO4+uqrY7krEREREREREZFabMehqNIibDt4TIOsFBdmjSfG4uG1115jxYoVTJs2Dah6Sm3MmDEAzJ49m5SUFLZt20ZeXh6PPPIIXq+XGTNmsGzZMoqLi2nfvj0zZsygXbt2nHvuuVx00UWsWrUKl8vF448/TufOneMafzKJy5hYRUVFBIPB6L/Ly8spLi6Ox65ERERERERERLAdh23FQW5bsoP8RVu5bckOthUHsR0nJtvfvXs3l112Wa3/jmT16tU88MADvP3223z33Xd8/PHHfPXVV2zfvp158+bxzjvvkJubyxtvvAHAnj17GDx4MK+//joDBgxg7ty5MYm9pYjL7ISXXHIJV111FT/96U9xHId//OMfXHXVVfHYlYiIiEiLFJvutoiISOtRVGkx4aMCdpaHAdhZHmbCRwX8ddjJ5KQ2vfzRvn17Fi5cWGtZXl7eYdfp0aMHHTt2BKBbt24UFxfTtWtXJkyYwPz58/nyyy9Zs2YNXbp0ia5z3nnnRddduXJlk+NuSeJSxLrzzjvp1asXn332GQD33nsv559/fjx2JSIiItLixPehBxERkZYpbDvRAla1neVhwnZ8/zRkGAZOjbu9wuFDMfh8vjqv++KLLxg7diw33XQTF110EaZp1lq/ep3vb1fiVMQCGDZsGMOGDYvX5kVERERaOHVaRUREjobHNOiY5qlVyOqY5sFjxvfPQ1lZWWzbtg3HcSgoKDjibIWff/45Z511Ftdccw1FRUW8//77XHjhhXGNsaWIy5hYIiIiItIEql+JiIgctawUFw+f14mOaR6gqoD18HmdyEpxxXW/Z599Nrm5ufzsZz9jypQp9O/f/7CvHzFiBBs3bmTkyJHccMMN9O7dm4KCgrjG2FLE7U6sYzFr1izefvttAM4//3zGjx/fzBE1nmM7UBqm14k9cIpD0MaDcZhqb2NmTLAdh6JgkJBl43WZZPl80dfYjkNZhUPEApcLXGYpYSuA2+UlzZeFaRy5Plnf9qV1siwbuyTC6V16ES4KYWa4cbmqcqgqV4MErQimYeAxDCKOGxvwmuZxme1D5HAsy8IpDULEAbcB6V4CIZOIBW4XpKcaTcrRI7XF9bXlh1tHRKS1qO4fOxEHw23U6R/bjk15sIiIFTr6PmylRci2MQHDsHCZRrStbWwfOhbXCImfzOxsdpWHiNgOLtPAY9pgQKbHi1kWaTCvIrZFacAiYhu4TYc2fhduM74FDEkcpmHQra2Pvw47OeazE3bq1ImlS5fWWV5919WTTz5Z73oDBw6M/lw9eyHA/Pnz6319zbu48vPzyc/PP6Z4W6qEKWJ9+umnfPzxxyxYsADDMPjlL3/Ju+++y09/+tPmDu2IHNvB+S5A6KlNOPuCBHN8eH+dByf66y1kVc+YUD3gXHV1uFvb2hfYbcUljP/0cwoDFeT6U5l+9gC6tc0A4Lv9NrOXBNlf5pCdbnDDj23+8Z97KQvu5cazZ9CxbffDdgIa2n6q3x+fD0kSlmXZON9WYM2uyl8jx4dxex7WSakYplErT36c24Gbe/bm/k++bjB3RY6n7OwsnO/Kifx5azR/Xbfn8eImk7Vf22SnG9w+zMeJ2eYx5eiR2uL62vJTMrx8WVJa7zo6T0Sktfh+/9j4Xv/Ydmx2Fm/l75/eTVGgkCx/7lH0YWu3vRPPas/LWzdyW688Tslo02AbDHX70E25Rkj8RGybcNsO/HrpoT7nlHNOZN3eQq5I7UD4z5vrzauIbfHdfou/vheJHuPbfgInZqNCVitiGkZMBnGXxJQwjxOecMIJ3HvvvXi9XjweD926deO7775r7rAapzQcvUADOPuChJ7aBKXhel/e0IwJRZXWodcEg9GLL0BhoILxn35OUTBIWYUTvfgC7C9zeP5DH0N+UNUJ+Pund1MeLDpsyA1tP/2E9k37LCTp2CURIrNr529k9ibskkidPBnR9WTu/+S7w+auyPF0YsYJ0QIWVOWvNXsTw06u+jKyv6yqvSyrOLZnsw7XFjfUlu+riDS4jkhjZZW7aF+iL1ySxI7QPy4PFkULWEDj+7D1tL1TV+xmRNeTGf/p5+yrrDyqPnRTrhESP/sqIkz8/asMsgAAIABJREFUXp/z/k++Y2S7k7AOFrCgbl6VBg4VsKDqGP/1vQilAfVVRVqKhClP9ujRI/rzjh07ePvtt3nxxRcbvf4XX3wRj7AapdeJPaINaTVnX5BgoJL1W9fVeX27U/PqnTGhvLKSHf/ZdPA13aIX32qFgQrKKirx2kQb5mr7yxxSve2Aqk5AoKKMzet3NBhzQ9t3XC5WrVp1+DecwI419iM9sxwPzZmzNZ3epVe9+UvEpqyislaeZHh9R8zd5pbM+QuNj78152xNp3fJI1JP/mZ4D7WR+8scyitCbNmw/qi3f7i2GNwNzH5jN7jOjvW1Y0jmfD3a2Ftjzjbl+Hba3wNfxOBf//rXcZmVKJly8XjF2hpz9ljVd0yO1D8+6dScaAGrWuP6sPX3ozO8PgoDFYSthtvghvrQ9V0jkumcqNaScrbDD3rVe5zdNvVe96vzqkuPPvUe44id2Mc0kWOLtZrvtTlyVpJfwhSxqm3ZsoXbb7+d8ePHc/LJJzd6vd69e9eauvJ4copDBHN8tS7URo4Pnz+l3hNzX0Wk3hkT0lJS6HLw9fsqK8n1p9a6COf6U0lPTcFje8lOr6zVQGenG1SE9gKQ5c/Fn5pO//5dG4y5oe0blpW0jcmqVauSKvbmzNmawkUhjHryF7dJempKrTwpCQWPmLvNKdly4PsSPf5EydmagvtK683fktChx0Ky0w3SUr3H9Nkeri3GcTcw+43Z4Dpda8SQ6Mf7cJIl9ubM2aZ+Rl/9tQSAfv36xSqkBiXL8YTkivVYJGI7eyQNHZMj9Y9LK/eR5c+tVchqVB+2gX50SShIrj8Vj6vhNrihPvT3rxEtPc9iKV45u6s8VO9xjpjUe92vzquishDZ6UadY+w2E7dg0pryrTW9V4mfhHmcEKqS+qabbmLs2LFcccUVzR1O47Xx4P11XtUXfzj0bHYbT70vb8yMCVk+H9PPHkCuPxUg+jx/ls9HemrV8/vZ6VVf0qrGxAry/uYZ0fEE0nxZhw25oe2X7dndtM9Cko6Z4cZ9e+38dd+eh5nhrpMni7/awZRzTjzus32INOS7kj24/6t7rfx13Z7Hkh1Vndfq8U7SU49trJPDtcUNteU5qe4G1xERaTWO0D9O82Vx49lVfVeg8X3YetreiWe1Z/FXO5h+9gByUlKOqg/dlGuExE9Oqpup3+tzTjnnRBbt/RbXf/2gwbxq43dx20/ctY7xbT9x08avvqpIS5Ewd2IVFhby//7f/2PGjBkMHjy4ucM5KoZpwIl+fON7EwxU4vOnHHZ2wsbMmFD1mgyeHnouYcvG872ZVU7MNrlnZAoRG1wmuMww1w2a1uiZXRra/uptW2P3wUhScLlMrJNScY3rDREb3CZGjdkJu7XN4OkLzq0xOyE8NbQLDuDR7ITSzPbvL6LLGV1x3/PDWrMTXtPO5MrB4DabNvPUkdrihtryw60j0himDaaG6ZEkVrN/XN8scqZh0rFtd8YMff6oZies3Y+2MQDTsJjQ//RoW9vYPnRTrxESP27TxFO8i6eGdonOTug1bdp3OQnT48XdQF65TRcnZsPvLgbLNnBpdkKRFidhiljPPPMMwWCw1pSTo0eP5pprrmnGqBrPMA1o62X91nWNukWyMTMmmIZBTkpKg7/L8Ne84LY9+F/jHW770rq4XCauLG+9t/hW5aryRBKXy+WCzNozq2bE8Op2pLa4vrZc7as0ldcycNvNHYVI01T3jxsqEZmGSZuUnKPe7pH60UfXh5ZEdWD/frqdckr9vzxMXrlNF1npKlqJtFQJ8zjhpEmTWL16NQsXLoz+lywFLBEREZHY0xdtERGRRFFQUEBeXh4PPPBAreUbNmwgLy+P1157rZkia10SpoglIiIiIlVUvhIREUk8mZmZfPTRR1iWFV22ePFisrOzmzGq1iVhHicUEREREREREWkK23E4UOkQshy8LoPMlNiNfZeWlsYPf/hDPv/8cwYNGgTAJ598wtlnnw3ACy+8wMKFC6moqMDj8fDoo49y6qmn8umnnzJt2jQcx+HEE0/k0UcfBWDixIns2rWL3bt3M3jwYKZMmYJhGPz5z3/mjTfewOVycc4553DPPfdUDaEhuhNLREREJDFpZHcREZGjYTsO2w9Y/Oofxfz89QP86h/FbD9gYTuxu6YOHz6cd955B4C1a9eSl5eHx+OhrKyMJUuWMGfOHN58802GDBnC3LlzCYVCjBs3jocffphFixbxgx/8gAULFvD+++/Ts2dPXnrpJd555x0+//xz1q9fzwcffMDSpUt59dVXWbBgAV999RXz5s2LWfzJTndiiYiIiIiIiEjSO1DpcO/7pewsr5odZWe5zb3vl/KXn7UlOzU2d2MNHTqUxx9/HNu2efvttxk+fDiLFy8mPT2dRx99lLfeeosdO3bw0Ucf0bNnTzZt2kSHDh3o2bMnAGPHjo1ua+3atTz33HNs376dAwcOEAgE+Oyzz7j44otJTU0FYNSoUbz++uv84he/iEn8yU53YomIiIiIiIhI0gtZTrSAVW1nuU3Iit2dWNWPFK5atYrPPvss+ihhYWEhV199NaWlpfz4xz/miiuuwHEcPB4PRo3HGUtLS9m5cydz5sxh+vTpZGdnc91119GtWzccx8G2605PHIlEYhZ/slMRS0RERERERESSntdl0DGtdpmjY5qJ1xXbKVOGDx/Oo48+Su/evXG7qx5w8/v9dO3alZtuuok+ffqwZMkSLMvilFNOYd++fWzduhWAp59+mhdffJFPPvmEq6++mksvvZRgMMjGjRuxbZtBgwbx1ltvUVlZSSQS4dVXX42OvyV6nFBEREREREREWoDMFINpQ9pEHynsmGYybUgbMlNiW8S64IILuP/++7nzzjujyzweD7ZtM2LECBzHYcCAAWzZsgWfz8ef/vQnxo8fTzgcpkuXLkyfPp21a9fy4IMP8pe//IX09HT69u1LQUEBV155JRs2bGDUqFFEIhHOPfdcrrvuupjGn8xUxBIRERFJMIajYd1FRESOlmkYnJrp4i8/axvz2Qk7derE0qVLgapHCv/9739Hfzdt2jSABotNZ511Fq+99lqtZYMHD44OEP99v/nNb/jNb37T5JhbIhWxRERERERERKRFMA0jZoO4S+LRmFgiIiIiIiIiIpLwVMQSEREREREREZGEpyKWiIiISCLSkxAiIiIitaiIJSIiIiIiIiIiCU8Du8dIZSSEU+amV/czCBXZOLaD7QIrJUypXYHXdJPlS8M0atcNHcchEHCwLLANm5AZxjEcclJScBkQqCzCskN4XRkYFSamZWO7TEj3cCBkE7Ed3KZBuquSkPX/2bvz+Cire/Hjn/M8M88sWUggIEFwaVSoW9VYQa31XqrVqsgFtRatel3Q3nqtdnOt28+FVlu1pV6vord1bbXKVbFqrXVHwGusIlZZrChIAoQkJLM+2/n9MZlJhgQEMklmwvf9ekFmnm3OzPOdM2e+c55z4gRMi7JQdY/H+SK+60O7zYHjJuC1pOgIazwDqkPhgszkIIpbNn733v1AUu0e+IAHytR0BH08NBqFpzWmUihcNKDQmIZBtRXCiDto10MFTHQ0CDHQvkbhgPZRQRPKLZRR+HjKvo923XUf4nGfaFShJG6HNMfzSNgO++zxFbwNKZTvo00DJxQgkHZRvo8fULQGFT4ahY9pGATcINoHw9SURw1Mw0T7Gt2uwQXH0Gy0PLSCcjOF58UxDYtouBq1jfXqQPO1pjVtY3s+lmlQHbKk/hZC9JtMnROn5ku7sCEV62znqm7rfVrTMdKuQ1DBMGVihitos5PYvodlmAyzIiTsNKEkGJ5Gm4pk2COUDmP6JioAZrlCGQrX92hOpTA0VDsGuBrPVKRCJmHPIGAbKA+8gMaJOiR8jeVbmIDhqUxdb4Abckh7Bj5gGQbVYVPqyiLja01rymb3CV8m3eJhuEBAkQz4KAPCroPharRh4AYDGK6N4Wt8Q9Fugad8lLIxlUFloIyNKRtHQ1BBlfYwlInvR9AuuRjz0aRjGu2BMsG2PFKeJmgqqkPBbY6RzPvDwenDMbbE9X2aUzFc7RFQJjXhcgJG4dop/V1+IfpCklgFkHJtnHUmq15Ns8vBFs1/SOG2agLVilHnWCxXjdz6wdP8auJZ7FG5Uy7BpLWmeYPPvD+nae/QVFYojjhKce/KJZy9917sFEzyp5fPY9KXL+DLoSPx7mnAbUmihkcwz6/n8eYkDy9tZXRZkJsPH8PiFXP4uHkRZx12O6OH7bHViSzf9dFrYjhz3kZ3Hr/8vHru3riMb+5aR11ltVRaQ1g2fj96LIVVpthjssX6h9O5GK48K8j6co+r3vycprjD6LIgV0/ciT8s/5BT9tydRY2ruWD4l3DuacjFT3DmwThvBAkeaGM/0rXcuuBgGFNR0ERWz/dRiinHh6gZYUgia4hyPI+WpM2weBBzYxznwc4Y228UweP2wpnTFXOhcw5g1up1nLH3GMrsAC+9YOfq2+OPCzKiWqPWKNK3pdDNGlWjMC8McmvTWv59nxF8snwOq9Yt4t+OuJ2Rw/Yo2kSWrzUfb4xx6fzFNCZS1EbD3HL4/tQNK5f6WwhRcL7WfNy+nh8veoLGRDu10Up+NfEk6ipHYiiFr31WtDfx40UP0JhspTZSza/rT8W1k/zkrSdz+/z3od+hpk3h3/NOro1bPrOedS+4xD+wCVQras8LYY7SrOjo4Pf/WM614/bEm/P3rjbr+fV4Xhn2HclcPW79MEyszOO1RTaT9rFY+WSKdJsmVKXY69QQt69Yw2ufxxhdFuQXR4ylblhI6soikf08+8vKJmZW7Y53Rwq387wGLglhEse7r+s7UfC8epznluG9vw41PII6ez9ua1rKyXvsyvz1r3PsmClcMX8FTQmb0VGLX39tT0a1GjQ92PV9rfbcEI6l+fBhOxcnO083uXbZCppTNrd8bS/qhkW3OkYyzyHBpW8syz3uth5jS1zfZ0X7Oi59639z76VbDpnGHpWjCpLI6u/ylzrXdZkzZw5PP/00Sik8z2PatGlccMEF8t1jgBRna7zE6FiAjx5LM/orQZr/kPnyD+C2atb9j83BZeNpTLby40X305qO5/ZLJHTuizdAe4fm9Rc103ap44oFbxP3Q7THGxk/4ii8zgQBgG5J4t3TwOljKwFoijtcOX8Nk8b/gNZEI/e/+UPi6datfwLtdi6BlT2+e28DZ42ewE8WvERrOlWIl0kUqWz8pts04w4P5hJYkInh9vsd/JimKe4AmXi7YdFajtt1N25++z2+u/MePeLTmfM21r9onEfyl9t3vw0xu6Dl7+19NO/PaRIJXdDHEcVjQ8qm3AmiN9h4D3bFWHDSuFwCCzIxF/qfdzlt5xrSSYOXXvDy4uTPzzro9q4EFoBu1kTudDitdjhXzl/DvhN+QHu8kSdf/yGJ1DbUqwOsNW3nElgAjYkUl85fTGu6sO83MXAUILWYKFat6XgugQXQmGjnx4ueyLVzM+szCSyAxmQrjY6TS2Bl9ylLG/j3vLNJG6KBYYd0tUMa703jxOCKBQ2cNmYcqjOBld3evacBc6OdV487t6fQrQb7jw+y8slMGwcg3aZZ9miab48bDmTaNJe9vprWlDcQL5vYCtnPs++O2RXvjnTeebU22uj7Nmlz3ttAcNK43P2y373PabW7c1PDe0wdd1wugQXQlLDp2AhND+q8tm7jfWncFvLi5PO5Ht/bYxxNCZtL31hGa9rZhufg5BJA2cfd1mNsSXMqlktgQea9dOlb/0tzKlaQ4/d3+Uvd9ddfz+LFi3n00Ud59tlneeKJJ1iwYAGPPPLIYBdthyE9sQrBz1R2wbDKVYhZbqvG6PxcbEy2Yvtubp3nkftCldXeoakOhmhMJNEqc3oMT+N2VtZZuiVJuFvztinuoJQFQGuiEdfbhi8unp/7MOh+/BAGjYkYti8f7EOa3/WhvbkYrjDyq4qmuEOllYnTsFa9xg+m7nW5dr2CjlW8ufeR5xfwQURRcTUYvsK0NF73GCsL9hpzI4IBYgGT9o78oGjv0ChX5RrIuX2aNSOCwUzitrNebY834vnFmxCyPT+XwMpqTKRw5I0ghOgHtu/lvkBnNSbac21G23dzCayscMDqsU9IG73W24FoV73stmqUB42JJCMCVq/bq3DPejxsKoxgVxsnK92m2TnY1a5pijs4vqSMi0X28yysDbxNPp9VuPe2JWXBvPs1gRCNiQQGwVwiJqvCNLFb8z8b3VaNGcxvnWbiJHPcpoSN4219jDie7vG423qMLXF17+8/VxfmO1t/l38g+FoTS2pcDwImlEdUQXqRNTU18fTTT/Paa69RWZnpUFJeXs4111zDihUrWLZsGTfccAOJRIKWlhbOP/98ZsyYwezZs1m7di2ffvopn3/+Oaeccgr/8R//wUcffcQ111yD67qEQiFmzZrFbrvtxvjx41m6dCkAc+fO5a233uLnP/95n8s/VEhPrEIwIFSlcFKZLqndBaoVvpm5XRupxuqWDDBNqKzI376yQtHqpKmNRlA6k/DyTYUaHsnbTg2PkOqWChhdFkTrTGVTHa0lYFpbX37T6PX4aXxqo+VYhrn1xxKlpzN+gc3GcMcmiczRZUHa7UycppTuNX7weo9bFShsPG3ufWRK7TZkBRT4hsazN4mxuNNrzG1wXOKu12uc6EDmEoW8fWoUGxyX0WVB6KxXK8tqMY1tqFcHmGUa1EbDectqo2GC8kYoYX1vbHu+pi0uiUxReJZhUhutzFtWG63MtRktI0BtpDpvfcq1e+yTVn6v9bab6Ir/QLVCm1AbjbDBtXvdXqd61uMpT5NM61wbJytUpWh1un5UHl0WJNgP43WK7ZP9PEspv8fns0713rYk7uTdb3bT1Eaj+DiMjuZ/dnd4Xq9tXc/JT9CEqhQtTua4o6MWQXPrYyRoqh6Pu63H2JKA6v39F1CFaWP3d/n7m681a1p8bp2X4urHktw6L8WaFh9f9z0Jt3jxYurq6hg2bFje8rq6Oo455hj+9Kc/8f3vf58nnniCBx54gFtuuSW3zdKlS7nvvvv405/+xD333EN7ezv3338/Z599NnPnzuXb3/427777bp/LuCOQ1m0BqHKXCd8O0fSeQ82MUK5izI6J9XZ8KbWRan418SyqQ2W5/aJRxZTjQ7kvVtkxsf73s4+ZdejBlBlpKstqWbrhRczz63OVdnZMrIdXZzLw2TGxFi79DdXRWs467HbKQtVstUqL4MyD844fOK+e+5s+4peHTqY6FP6CA4hSlo3fUJVi1XyHkafnx3DlWUGMcpX5Qg+5MbGe/XQlVx78FR76fEWP+AzOPBj7FUXwtPzl1gUHQ3lhEwG9vY+mHB8iGi2ND1qx7UaELWJBBzXCwjyjK8achasIzsyPufQ5B/DI582EIj6Tv2nmxcnxxwVRlZrQj8K5hrKqUSQvDPJIYws3Hz6GJR/9hsqyWv7tiNuJhrehXh1g1SGLWw7fP5fIyo6JVR0q3sSb6H8Llrnc8EQST3qZiAKrDpXxq4kn5b5IZ8fEyrZzM+vPzCWyaiPV1AaD/PKQf8vbJx7yMc4/aJM2RD0b3+pqh9SeFyJYDrMOreeRNavQMw/Mb7OeX483zMqrx4M/DKOqfRYvddjt30K5RFZ2TKzHVrUA5MbEqg7LD7bFIvt59tCaTzEvCeWdV3uYhTp3kzbnefU4C1fl7sfP3o9HGj/hqvqv8NSqZ5l1+B65hMzoqEXFMBh9hspr69aeGyIwnLw42Xm6yX+vWJUbD6o6FNy0qFt4DkFu+dpeeY+7rcfYkppwObccMi3vvXTLIdOoCZcX5Pj9Xf7+Fktq7n4xTUss89nXEsvcjyUL81nYfdyr559/nqlTpzJlyhROOukkLr/8ctLpNHfffTd33HEHiUQit+3EiROxLIsRI0ZQVVVFR0cHRx55JDfccANXXnklFRUVTJkypSBlHOqU1gVISQ6idDrNkiVL2HfffQmFQoNWjuzsbkppDF/14+yEGt9U/TY7IV5mhq9SnJ2woaGB+vr6wS7GFyqWmO0uG7/4oAK6l9kJM2Oz+BoMxbbPToif6YHVz7MTJpM2kYhVsrMTFmsMF2PMZmcnDNkBgp6L8kpvdsJCn+/s7ISO5xPs59kJizVWs4ohZvv6GjWfE0OjGfk/Fdt9jOfftZnX4PCbs6OYW6h7i/18dldKZd0WxRCz2yo7O2EslaQ8HNns7IS25xBgW2Yn9AmlQ1s1O6FvKpKbmZ0w6WuCW5idUAPBzcxOOFTjrJD6M2azsxMq36MsHcoMzWIqUgEftnp2QgdTqS3PTtg5E+Fgz064PfFWqrMTDsR7q6XD5+rHkj2W33BqhOHlfXuN1qxZw3HHHccbb7xBeXlX0nD16tWceeaZ7LPPPlRWVvKv//qvjB8/nqOOOoqlS5cye/ZsAC666CIAJk+ezAMPPMDYsWNZu3YtL7/8Ms888wy77bYbN954I+PHj+ejjz5CKcVjjz3GO++8I5cTdiNjYhVIOGBBVW9vTJNyNt+TSSlFWVm2QjDY9JSURUZ0e5D8fXfKS4ZblJHfrXRbGAEDhodz5a/a7iOJUrT5+IXemyW99O6oDOUuflFAVxD1/6+b2ffRRx99II3OHUTQNBkWMWn4R37MmgBlgdztUVtxLGUoVPbXV2BULmYt6EO9OtAMpRgRLo0vv2IrZH4p6NshOn+mLL2UvigFmTqnnJUfLGXXXj57DWUwItyzDh2xSW+RynA0r41rAeRfMQZAwDAZHS3rsXzTWs8ELEx6btl9C1HMDKUYEQn1aJcGcxcRdX1fCmxyv6aX49WU9+xBtGkqw0TR/Qq9aB/jJPP+6L/e0AHDYHS0/9oo/V3+/hQwYXi5yvXEgsz9QAFyfGPGjOHEE0/ksssuY9asWVRWVuK6Lq+88gqGYTB//nyee+45dtppJx5++GEAPG/zY5VdcsklnHDCCXznO9+hrq6OWbNmAVBdXc3y5cvZc889eemll6iqkm/n3UkSSwghhBCigDxbo92+pY4KMTth9irCEuyYKoQQQmyX8ojigqNCuUsKh5dn7pdHCvNheN111/G73/2OM888E8/ziMfjTJw4kTlz5vDKK69w2mmnEQqFmDBhAjvvvDOrV6/e7LG+973vcdVVV3HnnXcSDAa57rrrAPjxj3/M9773PWpqaqivr6e1tXhnyB4MksQSQgghhCigBTcnILAnTOzbcVQf+1BpnUmGleLl1UIIIcT2MJRizHCDn04J4/oQMAo3OyGAYRice+65nHvuuT3W7b777px99tk9lmcvI8x66aWXcrefeOKJHtufcsopnHLKKQUo7dAkSSwhhBBCiEJzB3/uHK2lF5YQQogdj6EUlTLJ05A1+C0sIYQQQghRcJ912HhaF2RacSGEEEKIYiBJLCGEEEKIIag5kUaj8fzBLokQQgghRGFIEksIIYQQosgU4iKI9lQLGtDaKcDRhBBCCCEGnySxhBBCCCGGIL9zesJCDWYrhBBCCDHYJIklhBBCCFGM+ph70ho0YBoyj48QQgghhgZJYgkhhBBCFBFdoIHYNSrzv/TEEkIIIcQQIT/NCSGEEEIUE533Z/sPI5MSCiGEEAWzevVqjj32WOrq6vKW//d//ze1tbU9tv/DH/4AwIwZM5g6dSpPPfXUgJRzqJMklhBCCCFEMSlQ8ilzOaFksoQQQohCGTVq1FYno2bMmJG7LQmswpEklhBCCCFEEdGagiSyNKow0xwKIYQQJURrTSKh8TwwTYhGVb9eWn/55ZdzyCGHMH36dADGjx/P0qVLmT17NgAXXXRRbtnatWu58sor6ejoYN26dUybNo2LL76YuXPn8vrrr7Nx40ZWrVrF4YcfznXXXddvZS5lksQSQgghhCgiBRsTS0PBunUJIYQQJUBrTfMGn3l/TtPeoamsUEw5PkTNCKMgiax169YxderU3P0pU6Zs0/7PPPMMJ5xwAtOmTaOjo4MjjzySM844A4C///3vPPPMM5imybHHHsuMGTMYP358n8s81BRVEmvevHncdddduK7LWWedxemnnz7YRRJCCCGEGFB+wQZ2l8sJhRBC7FgSCZ1LYAG0d2Tun3pymLKyviexeruc8PLLL9/q/c8991wWLlzIfffdx/Lly3Ech2QyCcCBBx5IeXk5AOPGjWPjxo19Lu9QVDRJrLVr13L77bczd+5cLMviO9/5DhMnTmSPPfYY7KJtlVQqhZWAA3f5Mn5LCo0JCpR2wdNgGvgqgPIN4hEbZYCV1JieRhkGXjBAwHHA8zPbBhS4GgMNnkabBnYoiOMpIq7C8DQohTZ8fBNMx0B5gAm+4aN8A6c8RdqPkdZRPF9hGVAVDmOaJgDa1+h2DS4QAMfqoG63GtKJDQTDw3BSG/E9G8O0sCLVKCWTWQ5VqXQKK5aN3yRagXJ9CJj4Jhiu3xXHRhB8RTIASkHIAYVG4YLv45sGKTOAp3ysYBJT+/huChWM0uGD42uCCiqUD0aQtBvB90AZmnAgieuG8XUA04RQ2Kc1Hc/sYxiYhiblpQiiqDCChMLDUMpAax872ZqL322N1+z+Eu+lI1Pnag7cdQJ+SwLfUBi+Bl+DoXAtC9eABD5pD0wDLAOSLpgqE7ugCRgOjgZf+wQUmMoADBxf4WpNQCmiJiQ88LQmYCiGhyzaHRfb87FMg+qQhbGFX/Z8rWlNp7B9D8swqQ6FAU3NbqNpTKzHMoJUhyoxJOZEp7ZP3VwDTevtn11Qa7mWUPSfVDqFFe9q+9pRMNOtaBQpU+MqjYmBhYH2bAwVwDQsNuKhMalwyjE8A21CwnIJ6gBhW2H4TqY9ETBwrADBbsu0aWCHAyhHEfAclO+jAwbKB+X5YBj4ZgANGLaBMjLtYkO7oDPrNUGUo9ABjW1ptGuAqYmbHhUmWAmUHwrFAAAgAElEQVSXA3fJfLbYUYNwODzYL/UOJ/MZ78t5ENvF88glsLLaOzSe33+PqZTK9aJ2HGeL2/785z9n1apVnHDCCRx11FG8+eabuX1DoVCvxxT5iiaJ9eabbzJp0iSqqqoAOOaYY3j++ef5z//8z0Eu2RdLpVIE19nYc95GtyRRwyMEzzwIHVQ49zV0LTuvHme+RfTIIPhx3HsacFqSqG/sRvDgsdhzurYNfP9gVMLF/v27uWXWzHpUoAznlhS6WaNqFKHvhzAikP5VsmvZD8I4C9MEDw2xcbjL9954j8ZEitpomFsO3YcvDavAUAb+ap/0bV3HMi70+ccH15JONnPQ0beyvGEO6z57lUh5LfXfvI2K4XvIF/shKJVOEVy7SfyesT/2U0uhwiJ43F55sRmcWY/zhoU10cIPaLwnbILfcnAe6drGOKueV5ZaHPzVKKFQI+s/fgF2P4FL3/orjYkOaqMV/NdhUzBjYZ59zqa9Q/Ol3Q0mfrWMPz+Xpr3DobJCcdxxFr9a8SavNn1CbbSCqw86gtkf3ceGdBu/2P98dklvpKxyLLHWf9Lwwo9Ixhq3OV619uloWbHd+4uBl0qlCK5PY9/TGXP7jSL4rT2x730nL079yjJQiusWrWZD2uPmw3dm7vIW3l6X5MpDavnTshbO2aeGe5cu4NXGz6iNlnPboZNx/ABXvPl+rt6cddh+/M8Hn/BaYzNfr63hnH12z1t/y+H7UzesvNdElq81H7e38pMFL9GYiFEbLeeXkyYTNNP8599/TmOymdpIDbd99SfsUTlOElkCgLZPPGo6bzu+j9X549O2U/T1csKkm+bOfzzEhXt/l0gg9MU7iB1Cr22HmQfjVEVoji3jwXevpzXRSHW0ltPqr2f1wtlYkRoqv/p95ix/ip+MPIemB13cVk2gWjH6+xaBNKhYDPuhbm2O738VFfOxH+haZp1fj4eBe8//QWWI4NTxOA8u7trnu/UQLMO+P4UaBsGTHOx7G/LWpx8JoDdC6OIw/3zPpm2lz34zLYLr4j3aPKlRSAJlAGW+V6XlPIjtZppQWaHyElmVFQqzH5tYVVVVrFixAoAXX3xxi9vOnz+f66+/noMOOohXXnmFtWvX4vv9mGEbgoqmtbxu3TpGjhyZuz9q1CjWrl07iCXaelYCnM4PcQDdksR54B1ULJ2/7N4GrH8Bmm3czi9fANahu+DMacjbVm1I4XQmsHL7z2nAUja6OfOG1M2a9H+lYQP5y36TInikRfrXKYbbZTQmUgA0JlJcuuAD2lIpdLvOJbCy+/l3WkzY+xKSsUbe+etPGTs+c31vMtZIwws/wk629v+LKQacFeslfh9cTPDoOoKTxvWITWdOA9a/aLzZKYKtEDiSXAIru415fwMH7al57jkHX1dTtdf0XAILoDHRgemFePY5J/cBs/eEYGcCq6vr77PP2pw09oDcPje88zr/vsdJNCabuWzxPayPNZFONOcSULDt8WonW/u0vxh4VkLjdKtDg5PG4XQmsKBbnHo25Z7JeRNG0RR3uHL+58yYUENT3OHmtxo5bvcqrpj/OcfvMgGAxkQMU1m5BFVmWYor3nyf43bPTJt83O61PdZfOn8xrWm717K2plO5BFb2MX6y8CVWx1tpTDZnliWb+dH//ZLWdHs/vWJioIXTmpCt0f72JZA838dywfDB8dztLkchfsBd9Nmr/OHTF2lY9XrfDyaGDCveS9thzttYbjiXwAJoTTTySMO1jDvgLKonTOXHDXdw2k7Hk3rQwm3NBKjbqgk4CpptnIc2bQ8ncR7YpB1yTwPmxiS6JUnw6LpcAiu3/qEG6LAJTrEybZR7G3qsD56oMm3mX6fYdWKQdJvGStu9t3kS8uVyIFkJX86D6JNoNDMGVmVF5sfF7JhY0Wj/9U6eMWMGixYtYsqUKbzzzjt5eY1NXXDBBVx66aWccMIJPPTQQ+y7776sXr2638o2FBVNTyzf9/O6y29r9/klS5b0R7G2yoG7fDlX0WbpliSEzJ7LTI0K6/ztDdVjf0Jm78c08lukulmjQqrnMiPz4Wz4+esaEylsz8eOp3MJrO77hYKZ336TsUaCocrcumSskWQyxpIPV/b+IhSJhoaG7dqvvr6+wCX5YoMZs91tNn7Lgl23N11n6q7YM3Sv25RZmvYOUFi4uLkEVlaAAO0dXV/8w2HVa9ffqmA0d78x0UFlMBOXjclmCEbxPCeXgMralnit262mT/sX2tbG8I4dsxPyY64s2Huc+hqloCqY+ahrijuYnVViU9yh0jI6/3b9sqtQuQRVVmMiRaWVeT9UWsFe18eSKVZ+0PP1qfnS7rkEVtf2MSKBSP6yZDOxVJyVH3y8Fa9AcdjW+nZHitkvr8oMwvr++0tw3N4TnFuyZk2EcexC2IHF/1iC5W1fOTxvGBrNsmXL6Ojo2OK2mzufSze8B8DG9etoaNm+z9hC297P+m21I8Xsttps28HzcwmsrNZEI4HwMFyCNCabGRGowmnN/7xXKNi0fQybbw9n29ibqf9VWIO1+TaKKu/6ETfXi9brfVs8PWAx11dDIWZ7fMZTeudhewzl57ap7s+1P2JWKUXNCINTTw5nR+op2OyEY8eO5aWXXuqxfJdddmHu3Lm5+1dddRUAHR0d7LTTTgAsXboUgBNOOIETTjih1+NnZzcEePDBB/tc3qGqaJJYo0eP5u23387dX79+PaNGjdrq/ffdd9+8a0gHkt+SQg2P5FW4angE0vmtTjU8Ap5Cp8jf3tc99ift9X5MP//SAFWj0OlNGgI1Cu1nLhH0N0l61UbDWKaBVRYiVZPMS2SpGkXKyfQMiJTX4nTrFRApryUSKae+ftdte3EGUENDw6B8eG+vwYzZ7vwNm4nfuJO73WOdp1A1ZGLPU71uE7cVlRWgsQmgqY1W5CWyXNy8rr6plO6162+bk8jdr41W0O5k4rI2UgNOArNsFJHy2rxE1LbEazqxoU/7F1Kxx3DRxGzn5QW5mIs7vcepodAK2pxMT5bRZUG8zvAaXRak3fY7/3YlpTSa2mg4L1FVGw3TbmfeD+220+v68kiYXXs5dxtSSWqj5XmJrNpoOUk3v4FeG6mhPFzW6zGKUbHHatZgxWyczPneZ+99MIPb3un97+/+PXf7S3vswU7lw7arHMaHn+Ch2Wuvvba43ZbO58fvvgOrYOzocXxll8E9588tupZYm8spx9w0qOXoT8VSz36RzbZ9TYPqaG1eIqs6Woub2oivAtRGatjgtjG8uiLXEws6JyBI9WxPbLY9nG1jb6b+1ykFTmb82F7XxzLtaVWjuiZSMHvfFlOVRH03WAods35LYoc7D6XymVoIA/VclVIFGcS9L2bNmsVf//pX7r333kEtx1BUNJcTHnbYYSxYsICWlhaSySQvvPACX//61we7WFvFjkJw5sGZCha6xsQqD+UvO68e+xWgxiJwfn1unb3gM4Iz6/O21SPCBP/9gPz9Z9ZjawtVk3lDZsfEYgT5y34QxnnVJnRxmBYrTm0008sgOyZWVTiMqlSEfhTO28+40Oajf9xBpLyWg46+ldVL5wHkxgiyItX9/2KKAWeX9xK/Z+yP89ePcRau6hGbwZn12K8ozIvCONXgvgrB0/K38c6q553lim99K4ihWmlbNpdbDjma2mgFkElGeWaa474VzHX1/cdHDsd/K7/r73HHWTyx+t3cPlcfdAS/X/EEtZEafrH/+YwsH00oWkP9N28jUp653Gtb49WKVPdpfzHw7Kgi2K0OdRauInjeQT3j1LSImR73frSO0WVBbj58Z/7wUTOjy4JceUgtz37SxqzDd+bPn30EZJJLnraZddh+efXmrMP249lPMl/Inv2kscf6Ww7fn+qQ1WtZq0NhfnnoZGqj5bnH+OWkyYwtq84kYiE3JlZ1t96vYmhY99GWB3fdnAmf7Zm7bXvbdwwAjcoMi9UHKSfzRTJilfftQAWwet3fcZGZmoqBXdZL22HmwdiBFGcccC3V0cxnanZMrFXv3k/rR0/xq/pLeGTtnwmfYROozgRnoFrhBjXUWAS/u2l7OELwzE3aIefX4w2LoIZHcP76McEz9s9f/916qLBw5tmZNsp59T3WO093jiN7cZhPFzmEqhR2yOq9zRMtmq9LOwQ7ash5EEPCFVdcwcsvv0xdXd1gF2XIUbqIhryfN28ed999N47jcPLJJzNz5swv3CedTrNkyZJB/+UqOzthts9ir7MTGgGUtx2zE/oabWzv7IRx0jqy1bMTJpNtRCLlJTk7Yan8ilEsMdtddnZCfB9MVbKzEyaTMSKR8pKdnbBYY7goY7ZzdkJ8HwzVh9kJXRyt82cnVAaO98WzEzqeT7APsxOuamnEioSwjEDJzU5YrLGaNdgxG/9upifWqlMVE6aUbfP+b1wT48B/Zm6vuaOdPWvGbFc5zn/wM3w3wr1nb35sDtjy+bx74S3cs/7vPHXYDYwdMbgzRv/m8SPYueprnHTUrEEtR38Y7JjdHtnZCbNt101nJ/SUxviC2QlNz8Dvr9kJHQOlwDd9DH8rZicMeFQYmdkJM20eJbPibUF/xmx2dsId5TwU+2dqIe1Iz1X0n6K5nBBgypQpTJkyZbCLsV3C4TCEe3tjBnO3sl9PKumshLvVxZm0UqDHtt1FOv/l67ml0bnMJEqYaI/1WcpQqKquL14hhrHkwxW5S6hC0RGb3VcMLeFQGEK9f7BsGmHZ+xU9jpKJX5PuUZ/fO6W35kf+suAmaw1GRje9jKbnZTVKGYSiI1jy4crtugQwu78oHZvWuZvGqdX5b/M1YNbWNbw37SM1YhtmizOUYkR409pb0byySRpyQ9xny2NMYNuTWKrbz4sJL7X5DbfA9zVBu+/1WtLNPH7U6lnrDyTXS2O7cYKBwe8RJjI2bTuEAcKZHli9903NqOllWSjbBi6DbKvYoLNl0W0ZdG8L914P92y35I7UQ/eaOZo9XtjKf05iwG36GS/nQQjRXen87CuEEEIIUUKiG7c9gQUwuq3rdsxJb9cxEnZhZvJKe5nHjw7y5a6JVGbGWCswuMk0IYQQQgwuSWIJIYQQQvTRxrTD31ZtYPZ7n+WWmR68tGoDjfE0Wzt6Q7rdp6JrPgs2dJtkZVssX5f44o22QsqzMbXGCgzuJW6JdAsAlrl9iUEhhBBCDA1FdTmhEEIIIUSx01qzJpbgb582sfSzNtqbUwRjHsMdzXDbQ4WHA7DvWsWS/3aYW9VB3FLYUUWgIkBFdYiakRGqqsoZWR5hWChEyDTRWvHpbXBgt85XDWtb2X9kktqyECFz6397vPevff+d0nHTPB1fnR1EbtBorfnHyj8DEJDLCYUQQgyS66+/nnfeeQfHcfjss89yg7afeuqpKKWYMWMG48ePZ+nSpVt9zJdffpmVK1dy9tln91exhxxJYgkhhBBih6K1xvE8XNslbbuk0i5px8G2XRJph1gsSUdbgmR7Ci9mo+MOgbhHWdKnMgXDbah2NKe4vfeu0lYTACaar7T6HNDW62YAOMrAV8HMYNN+gIOcAEQCoE3QBju9XsncNxeSNhWOCW4ACIKyDILhAIGQgRUwUQRIOYqOjih+ooaoUvjKAK15/sN/YvgapUH5OjMItu+Dn7nf9Hkb8dQS8HwM12VjYgPr25t4L9bIv+qDCPiKxc+9j6FBGwoMhVIKZSoMw8A0DAxTYQQyt00z+08RMAxMM4AZyNw3DAPDyPzNzKNggFK4fhqtNBjgeWlSboyU005bYg2L/zmX9e3LCWIR1mVo2wOjc+ZFpVDG4CbZhBBC7BiuvfZaAFavXs2ZZ57JU0891edjLlmypM/H2NGUfBIr2z3ftu1BLkmXdHr7xq8oFqVc/r6U3bIs1AD82lyMMdtdKZ9/2LHKLzGbUcrnfEcrezHE7MV/e5mr/+ow3DZQZCaX2JpBg2OmotVStFoGn5YrPggrvIhBsMzEDAcJR4KY4RC2ZXDE/bvnlwcflNP1z8jedgl0/s38c8BIdN72AJ+zP9ueSaSX599dvDX7fLrJ/eGcyvCuu0tWb0c5eud3/tscg8ykDFFgOAG+xLe7Vi6A1P3P99xJAf+yK8aUPQtWTiiOmC0FpVyXbU6pPqehFrOleh621Y7yPKHnc+2PmNVak05oPI/MjOdR1a/vi9mzZwNw0UUXAXD11VezePFiqqurufnmmxkzZgyffvop1113HW1tbYTDYa6++mosy+KPf/wjAGPGjOGkk07qtzIOJUpv7SANRaqjo4Nly5YNdjHEEDBQ01pLzIpCkZgVpaYYYlYpRUVFBaFQiEAgkOkJBGgN2tdonflnKANDGblki9Ya19d4noePRvuwpQbU2LIafA8wwDBAGZ23FZmES3edB9JethyZZUYAYsrGVJ09n5Tq2jh7EJXtkWRk/vpdSSLt+ygDDN/NSxpprTMPlH1srTv/gu48vkbnvqRqNGiF73v5r2XuX+b/bIco1VkuRefgq6rrodSmBwAczwUNrufieW5XORVo7XU9TzRog7Tt9PaSo32feKIwY4FlFUPMCrEtJGZFqSl0zGqt2bjeZ/7/pkm0a6KVisOnhRg20ihYIivbE+ull14C8pNY48eP59Zbb+XEE0/k4Ycf5s033+TOO+/kO9/5Dtdccw177703K1as4MILL+Qvf/lLjwSY+GIl3xOrrKyMvfbai2AwOCC/Ooihy7K2NCF04UjMikKRmBWlRmJ2y3oraWWfJpfPjotV8s29QSMxK0qNxKwoNYWO2XRC5xJYAIn2zP1vfDdMuKz/YzUcDnPiiScCMHXqVO644w7i8ThLlizhiiuuyG2XSCRobW3t9/IMRSXfqjEMg4oKmW5ZlA6JWVFqJGZFqZGYFaVGYlaUGolZUaw8j1wCKyvRnrm0cCAYRtfEKlprAoEAvu9jWVbeGFpNTU1UVVUNTKGGmL5PXSOEEEIIIYQQQggxyEwTopX5Pa6ilQrTHJjHTyQS/O1vfwPgiSee4LDDDqOiooLddtstl8SaP38+p59+emd5TVzX3ezxRE+SxBJCCCGEEEIIIUTJC0UzY2BlE1nZMbFC0YG57LWyspIXX3yRE088kfnz5+cuIbz11lt5/PHHmTJlCr/61a+4/fbbUUrx1a9+lXnz5vHggw8OSPmGgpIf2F0IIYQQQgghhBACBn52QjGwJIklhBBCCCGEEEIIIYqeXE4ohBBCCCGEEEIIIYqeJLGEEEIIIYQQQgghRNGTJJYQQgghhBBCCCGEKHqSxBJCCCGEEEIIIYQQRU+SWEIIIYQQQgghhBCi6EkSSwghhBBCCCGEEEIUvcBgF0AIIYQQQgghhBCi2Lmuy5w5c3j66adRSuF5HtOmTeOCCy5AKdXrPn/4wx8AmDFjRq/rZ8+eDcBFF13UP4UeYiSJJYQQQgghhBBCCPEFrr/+epqbm3n00UeprKwkFotx4YUXUlFRwemnn97rPptLXonto7TWerALIYQQQgghhBBCCNFX2tc4CY3vghGAYFShjN57SW2LpqYmjjnmGF577TWGDRuWW/7xxx+zYsUKXn75ZQ455BCmT58OwPjx41m6dGmup9Xhhx/O9ddfn9tv2bJl3H777SxfvpzFixfT0dHB2rVrmT59OhdddBG+73PzzTezYMEClFKceOKJnH/++SxatIjf/va3PPjggwBcfvnleY871ElPLCGEEEIIIYQQQpQ87WsS63z+8cc06TZNqEqx93dCREcZfU5kLV68mLq6urwEFkBdXR11dXW8/PLLW9z/oIMO4qmnngLg97//PQsXLuSYY45h+fLlbNiwgT/+8Y/EYjEmT57M2WefzVNPPUVjYyNPP/00tm1zxhlnsNdeexGJRPr0PEqdJLGEEEIIIYQQQghR8pyEziWwANJtmftfOS+MVd733ljdx716/vnnueuuu/B9H8uy2HPPPbfqGPPnz+exxx7j0UcfzR3viCOOwLIshg8fTnV1NRs3bmTRokVMmzYN0zSJRCJMmTKFBQsWMHny5D4/j1ImSSwhhBBCCCGEEEKUPN8ll8DKSrdlLi3sq3333ZePP/6YWCxGeXk5xx57LMceeyyrV6/mzDPPRClFdrQmx3F6PcbKlSv52c9+xr333ktFRUVueSDQlZrJHsf3/bx9tdZ4npf3OFt6rKHKGOwCCCGEEEIIIYQQQvSVEYBQVX6Pq1CVwihA950xY8Zw4oknctlll9He3g5kZit85ZVXMAyDqqoqVqxYAcCLL77YY//sIPBXXXUVdXV1X/h4kyZN4sknn8TzPJLJJPPmzWPixIlUV1ezatUq0uk0bW1tNDQ09P3JlRDpiSWEEEIIIYQQQoiSF4xmxsDadEysYLTvlxICXHfddfzud7/jzDPPxPM84vE4EydOZM6cOZimySWXXMKUKVOYNGkSI0eOzNv3oYceYs2aNdx11125wd6nTZu22cc69dRTWblyJVOnTsVxHKZMmcLRRx8NwJFHHsnxxx/PzjvvTH19fUGeW6mQ2QmFEEIIIYQQQggxJPTX7ISiOJT85YRaa9LpNJKLE6VCYlaUGolZUWokZkWpkZgVpUZiVhQzZSiscoNwlYFV3vdZCUVxKfkklm3bLFmyBNu2B7soAHzwwQeDXYQ+KeXyl0rZiy1muyuV13BzpPz9Q2K2f0jZ+08xxGyxv0bdSVkHXzHE7PYaiudkKD6nQhuImN1RzsOO8jxhx3quov+UfBKr2KRSqcEuQp+UcvlLuezFotRfQyn/jqeUXzMp+9BWSq+RlFX0xVA8J0PxOZWiHeU87CjPE3as5yr6jySxhBBCCCGEEEIIIUTRkySWEEIIIYQQQgghhCh6ksQSQgghhBBCCCGEEEVPklhCCCGEEEIIIYQQW7Bo0SLOOOOMvGXvv/8+V111VUEf529/+xu//vWvC3rMoWTAklixWIwTTjiB1atX91j34YcfMn36dI455hiuuuoqXNcdqGIJIYQQQgghtoPbupphb9+GF98w2EURQohBsd9++3HTTTcV9Jjf+MY3uPjiiwt6zKFkQJJY7733HjNmzGDlypW9rv/pT3/KNddcw1/+8he01jz22GMDUayCSqVTeC0pDtj1y/gtKbwWB3+Dg9vm4K1z8Da4xBIp1sYTxBLNxONrScXXE29fTTLWhOu5tCd8Wjp82hM+vtY4jovdmsJtTmC3poin3Lz1m/JcF7/Zw1/r4Td7eJIMFFspZTv4LSkO3OXL+C1JvBYbv9nBa3VxN3h4LR5um4u/zsVvcfBdL29/7Wt0exq/JYHXGiMVW086sQGt/YKWU2ufdGIDyY7Gfjm+KB2pdKorZjckcTc6+C1J/PWJTAxL/ScGSSqVwm9JcOAuE/BbEjITkxjSYu8/g9XyERvn3zfYRRFDiNSjoq+0r3HbfZwWH7fdR/s9vzsXSvfeWW+99RYzZsxg2rRpfOMb3+DFF18EoLm5mQsuuIApU6Ywbdo0XnvtNQBmz57Nz372M8444wwmT57MXXfdBcDcuXO5/PLLAZg8eTJ33HEHJ598MscffzxLliwBYNmyZUyfPp2pU6dyww03cPTRR/fbcyw2gYF4kMcee4xrr72WSy+9tMe6zz//nFQqxQEHHADA9OnT+c1vfsNpp502EEUriFQ6RXCtjTPnbXRLEjU8QvD0A7H/miR4dBXOExvQGz0iF9bylu8wZliI1k/uY/cxX+Pjt2YTCo9kp/qbuedvNi0xzfByxQ+PtahoT+Df8zZe5zGt8w/mtfUWby73ueCoEGOGGxhKAZkEFqsUqV+n0M0aVaMIXRzGG+diBgbkNIsSlbIdgk1J7M3EL5aB86RP8FiL9KM2eqMmdImFPxaMgJlJYK3pwL67a3/OqmPJx79hz4MvoGL4HijV93y51j4dLStoeOFHJGONRMprqf/mbQU7vigdmTo3jT2nIRNz+40i+K09se99pyuGZ9bjjSmT+k8MqFQqRXBdt9jsjMXUKAiHw4NdPCEKzk9uBMCLtwxyScRQIfWo6Cvta+wmn8Z707itmkC1ova8ENZoA2Wofn3shx56iBtvvJG6ujoWLFjAzTffzFFHHcUNN9zApEmTOPvss1m1ahUzZszgySefBGDp0qU8/PDDdHR0cNRRR3H66af3OG5VVRWPP/44Dz74IHfffTezZ8/m8ssv5+KLL+bII4/k97//PZ7n9dhvqBqQb3433XQTBx98cK/r1q1bx8iRI3P3R44cydq1aweiWAUTjJNLYAHoliTOw38n8LUo9v+sI/CtavQGF/vORr5eGeXK+WsZt8cZvLLwWnb/ylmMHP9d7vmbS0sskyFuiWlCtot3T/4xvXveZvJumfV3v5gmluzKKKs2RbozgQWgmzXpX6dQbf37RhWlz4p5W4xfYh6BrwdI35MmOMXKxNYdNrR39oKK2bkEVnZ/7v+Y3b90Kg0v/Ag72VqQctrJ1lwCCyAZayzo8UXpsOLgdDZuAYKTxuF0JrCgM4bnNKDancEsptgBWQk/LzazsWglpNeoGJq89qbM39j6QS6JGCqkHhV95cV0LoEF4LZm7nux/uuNlXXrrbeyfPly7rzzTn73u98Rj8cBWLhwISeffDIA48aN4ytf+QrvvfceABMnTsSyLEaMGEFVVRUdHR09jnvEEUcAsOeee9LW1kZbWxuff/45Rx55JAAnnXRSvz+3YjLoP1H7vo9SXYkWrXXe/a2V7VY3GA7Y5cu5ijZLtyRRZQZ6g4sqMzPLNrgoD5riDqgQsXgjgfAwfF2TS2BlBbWP18sxTT9TgbfENPGkzfIPPwDgwLEH5BJYue2bNXjQ0NCwTc9nW7cvJttb9vr6+gKX5IsNZsx2d+AXxW/IACsTT6os897UzRrtZF7vfcbU9bp/yNqFZKyRZDLGkg9X9rmcdbvV5BJYWb0dv5TjF7a+/BKz3WKuLNhrDOL5RR8PxV6+LdnWskFEPdoAACAASURBVO8IMXvgLhM2E4u66M91sZevu4Eq644Qs301bEMjFpBq+bykYmhrlOLzGQoxW8r1aF8M5ee2qe7PtT9iVrvkElhZbqtGD0BHpdNOO42JEycyceJEDj30UH7yk59kyrTJUEBa61zPqVAolFuulOqxbfdtsnkS0zR73W5HMehJrNGjR7N+fdevN83NzYwaNWqbj7PvvvvmBcBA8lpSqOGRvApXDY+g4z5qRAAdzwSoGhFAmzC6LAg6TXlZLW5qIx4mw8uH5yWyHGVg9nJM3zAAj+HlirKIlXvj+80eqkblJbJUjQJz2yqHhoaGQfkALIRSK/tgxmx3/hfFb9oH28zEVzwTX6pGoYKZ2NLtadK97J+2W4iU1xKJlFNfv2ufy5lObCBSXpuXyNr0+KUWA5sq9vIXbczGnV5jGNMo6tez2M/3lpRK2Qc6Zv2WxGZiURX161Uq5xNKq6zbo1jq2a3V+C44gOnEhtR5GepxVkiFjtlSrUf7YkeKt4F4rioAgWqVl8gKVCuU2a8PS1tbGytXruSRRx7Bsix++ctf5hJVkyZN4vHHH89dTvjOO+9w3XXXsXTp0u16rIqKCsaNG8err77KkUceybx58wr5VIreoA8ks/POOxMKhXIZ2aeeeoqvf/3rg1yqbeOUQXDmwZkKFnJjCrlvJLDOGYX7XCtqRADrwlpea09w8+E7sWrFg/zLpOv55L37Wb/0Ic7/RoDh5ZnM6vByRdoKYJ6ff0zz/IN5aWVm/QVHhSiPdOvBVqUJXRzOJK4gNyaWrtpxM7Ri69jl5hbjl3IT9zWX0PkhnHl2JrYusaCys/oot7AuyN+fs+r45J+PUv/N27Ai1QUppxWppv6btxEprwXIjYlVqOOL0mGXQXBmfS7mnIWrCJ53UH4Mz6xHVwYHs5hiB2RHjbzYzMaiHR305pYQ/cJPxwDQThLtySXcou+kHhV9ZZZnxsAKVGe+F2fHxDLLCzPMzttvv82BBx6Y+3fttdcCmXGrsoOvf+tb3yIej5NKpUgkElx11VUsXLiQKVOm8P3vf58bb7xxuzrudHfLLbfwX//1X0ybNo3FixfvUGPGKT2A/dAmT57MAw88wNixY5k5cyY/+MEP2G+//fjoo4/42c9+RiwWY5999mHWrFlYlrVVx0yn0yxZsmTQf7lKpVME44DvowwDjYnS4JugbMBUJCMuce1TphIo7WFi4HtplBEgGKkhkTZwfQgYUB5ReK6HjrkYno9vGjiRAGnXyK3PDurua01ryiPg+5QnTZQHmJnE1rYOalzKvwSUStmLJWa7S9kOVswDzwdToQmgfNCmQvsKpcAzNIatMAIaKhVGoOvnDO1riNlo10MrHyeYRBkGVqS6oIOua+1jJ1vxPRvDtHocv1RiYHOKtfxFGbPpFFacTMwaCj8QwPBc8HQmhiuDKNOkNeXh+JqgoagOm7l6sxgU6/neGsVe9sGM2VQqlRm7pTMW7ahR9A3LYj+f3ZVSWbdFMdazW2PVbUfi2wmU9tn5By9glo0Y7CIVxFCNs0Lqz5gtxXq0L3akeBuo56p9jRfLXEKozExiq78HdR9ov/3tb/n2t7/NqFGjeOGFF5g3bx6zZ88e7GINiAG9nPCll17K3Z4zZ07u9oQJE3j88ccHsigFFw6FIdTzjdn963s5AcoBiPZ6jMpNFhvBAFR3nSILKNtkH19rPt6Y5rLXV9MUdxhdFuQXR4ylblgIs4i+rIniFraCMDzYI359rflnb/Fl5jdWlKGgMkQ24szOSC80pQxC0aHRQBZ9s2mdm6lru3pebaluLKZElhhafK1ZlYLL5q/Jj7uQlrgTQ47WPjodR0drUIn1+MmNQyaJJQaP1KOiEJShCFQO7XgZM2YM55xzDoFAgMrKSm666abBLtKAkX6ZJa415eW+pEFm0PjLXl9Na2rHmWJT9B+JL1GqJHbFYJC4EzsS7aQAjQ5nLuv3khsHt0BiSJB6VIitM336dJ555hmefPJJHnjgAcaNGzfYRRowksQqcY6vc5V8VlPcwfFlLCzRdxJfolRJ7IrBIHEndiSZJBboUCUAfqJ1MIsjhgipR4UQX0SSWCUuaKjMbIfdjC4LEhxi1/yKwSHxJUqVxK4YDBJ3Ykei3XTmb2cSy0u0DWZxxBAh9agQ4otIEqvEVYdNfnHE2Fxln71uvDrcz3OIih2CxJcoVRK7YjBI3IkdSbYnlm919sRKSk8s0XdSjwohvsiADuy+o/G1pjWdxvY8LNOkOlT4AYUNpagbFmLOUbsV7QxconRtKb4GIr6F2B7Z2Bxm+dw1eRc0EDQMqRtFvzOUYvdKi7sm74Lj+wQNgxGRgMSdGJJylxMGI6BM/GT7IJdIDAVSjwohvogksQpE+xonodlrl31JtHvEAza273HH4r/zWmMjtdEovzj0MEaHDSpClRiqcJ3gDKUYEck/lb72iadbcT2bgGlRFqou6GOKoSUbv3uO2wc75pMMdGD7CSwjgqND2J6LqTQh5QOV+Bo+3riRny54g8ZEgtpolFsP/Rp1w4ZJI0MMqGi0DDvm47vgGy6ulaTdNdmQStGaTvHnTz9h5t77sJPlEU8bUheKfuVrzfpEEssOEMHEwWe9TrJTWVTqRjHk+G4miYUKYITK8JJyOaHoO6lHhRBfRJJYBaB9TWKdzz/+mCbdpglVedROg998/i7f3mMvWtJplrS0cNmCN7nywJ0ZFSljl8o98r5I+VoTS2pcDwImlEfUFivqLSWpfO3TtHEF97/5Q1oTjVRHaznrsNsZPWwP+fImetC+Jr7O58Nc/KbY7WTFo+vu5fBxZ3L92+/nElXX1+9HbXgjpjUql8ACaEwk+OmCN7jvX49iRDjc6+NkescksX0PyzCpDkWkMSL6RPuaMZVf4r17U52xqxh/ahm/+WQhrzauoTYa5ar6rzLnHx8wY1eLv7z3/6QuFP2qI50m2hFi2aM26TaXUJVir1NDdATSDNtM3ShEqcr1xDICKKtMemKJgpB6VBS7559/nnvuuQfXddFaM3XqVM477zwmT57MAw88wNixYwe0PDNnzuTGG29kp512GtDHHUzSii8AJ6FzCSyAdJum8X/h1J3Hc1PD/3HGXhOAzBf9cms4N7/1QzrS7WxIujTFHVpTLmtafG6dl+Lqx5LcOi/FmhYfz/dIJDfQEWskkdyA1j7QlaT67UtnMuu54/ntS2fStHEFfuf6eLo1l8ACaE00cv+bPySelrEKRE9OQucSWJCJ35WPB/j3ussxVRWX7H8w+1YPpzGR4NqG92mKt5B2nVwCK6sxkcDxe5/+2Neaj9s3cM6rTzD1Lw9yzqtP8HH7BnwtM82I7eckNMv+5ObF7tJHbc7edR8gE5M3Nfwfx++6O8MitRyz//+j3Y3SnEhL7Il+EUgHOr94dcXkskdtAmn5zVAMPTrbE8swMUJR/NTGwS2QGBKkHhXFbO3atfziF7/gvvvu4+mnn/7/7J15fBTl/cffz8zOzF7ZZJMAiVxKkEMUD1QQUeSoVqlahXq0Yn/aeuIBreKF1NYb8aAW8bZVtGqttR7FeoIieIAnKCCXFEmA3MkeM7Mzz++PJQsLCQQIgcC8Xy9er2Sy88zM8p3vPM9nvgfPP/88//nPf3j33Xd32zk99thj+5SABZ6I1SK4KTKOtgGzWpKv+SmNx4noOgDFwSBBX5A8o5C1CZ2L3lnJma8tZWmFxSPvmFTWp8eorJc88o5JTczk1TfP54VXRvDqm+dTWb0UuSECa2siVcqxMn9roCpeSsqxdvVX4dEGSdmN26+bUrj0nTX8+fN6LutzVEbI8vnCqEJSHAxm7VMcDKIpjRfdrDITXPPxDErjdQCUxuu45uMZVJmJXXNRHvsETdnufv5w5vd0FGEIW0a57YtcLnynjkvf+5FlNZ6Q5dHyCFdp1CaF6023PPY+MoXdhYbQw7jJut18Rh57A54f9WgJpCtxq13cche32kW6LTPnq6qqwrZtksm0/wuFQtx11110794dgKlTp/Lzn/+ck046ia+++gqATz/9lHPPPZczzjiDYcOG8c477wCwZMkSRo8ezciRIxkyZAh///vfAXjwwQeZMGECo0ePZujQoUybNg2AO++8k2uvvRaA1157jbPPPhvHcRg6dCirV69uketrK3jeoAVQfGDkZadFGXmCSjtJcTBIrWVtSGvph+nE+EWPa7h+9hrKYjYAQVXNCFgNVNZLYvEa6mNpMao+VsrbM8eRSFZtU6TyqTrRYHHW36PBYnyq3qLX7bGXoDRuv+6GTWUxmzs+Xc/ongdTHAySStXjFxb3HDMoI2Q11MSKGkajh7BcJyNgNVAar8NqInLLw6NZNGG7cpNNxcEgES3IjXPWZnxuWczmug9XU5X07M+jZZFi2zbp4bG3IFNm+oeGSCwvndCjBfD8qMfOIl2Ju9oleUuCxNg4yVsSuKtbRsjq1asXw4YNY/jw4YwaNYp77rkH13Xp2rUrAN27d+eVV15h9OjRPPHEEwBMnz6d2267jX/961/cdtttTJkyBYB//OMfXH755fzzn//k6aefZtKkSZnjLF68mCeeeIJ//OMfPProo9TW1jJu3DgWLFjA66+/zn333cekSZNQ1X2za6cXl9kCaEHBQecYfPu8iR4SdD1ewx8V/Gjb3D/wOJKOzdhDD+bFZV/yiwPas1+oN2WxHzL7V1sp8sMiS8jKDwuS5trM7+0KD6FHn6uoTgXxKUFO7Xsd3dufghAGUprM/+GpjEgVMqL8euD9W9TEChnR1vtSPNoMts+h6xkGP/zLzNQVKjlbR5GSfx5fQtBQiOsODvCXQUNR3bX4FB8lubk8MWQ4tuugKVvvTqgrKsXBnCwhqziYg95E5JaHR3NwfC4H/8qPE5NYcUnZVzaFA3XKZYL7+g+hgz9Erl/HFQ5XH96B6d+Vs7Ai/easLGZjbzaZcaWkKul4nV49dhhLc9P+sxZUTeDYEjeS3h7ajveGLWGL21tr08Nje5GpDRH+QkXoYaTpRWJ57Dxb86PJhNssf+j5v30bWSsx70siy9PzPFme/t1/SwCRt/N28Mc//pHLL7+c2bNnM3v2bM466ywmT54MwPDhw4G0mPXf//4XgHvuuYf333+fN998k6+++opYLAbA9ddfz4cffsgjjzzCkiVLiG9SqqV///7ouk5BQQF5eXnU1dXRsWNH7rzzTs455xxuvvnmjHC2L+KJWC2AUATB9goHXehDqVVY+6RFqkrii2pEfi24bfk7lFtxJvU/iSK/ji01ikJaJirgr4vW8bvjO/HcBzaV9ZL8sOCS4Trffv0MkBawSg67i5s+i1EWW8nxHcNc1nsUD/3XpLLeJj+s8tthY/Br6RtVEQpFud25YujTXndCj23iqBZOjkH05zoBn8BVJAFHsHaqSapKYkYFodEaf/h+NeWmw12D9qOdnhasmirivjlRI8DkASdnUgqLgzlMHnAyUSOwi6/OY2/FcVzUKlj7ZHKDvxXsf4FBLCIJugZvfqRs8KcWZx/nY8aKai7p255Hvl7HwookRSENTdk4kXGlZFmNyXUfrqYsZlMU0rj7uE6U5DYtznp4bI6iOOiOj7UvmBm77HChgaWkaO6UqyVs0ZWSNZVuplRBel5hsF++4tmzR4shnRQArkhHYsmUiUyZCF/jUdkeHs2hKT/64opK/r2iZpv+0PN/HqTICFgNyHIJqZ0feubMmcTjcU455RRGjhzJyJEjefHFF3nppZcAMpFRYhNb++Uvf0n//v3p378/xxxzDNdccw0AY8eOJRKJMGTIEE455RRef/31zD7GJtktQgjkhhIYK1asID8/nwULFuz8xbRhPFWjxZCorsgIWACpKknt3yQPHn4ajxx3OlHDRwpQhcOE/u0pCmkAVJgOwrAYN8Lg1rMDXHuqn+KooN9hlxAOFdOjz1VM/CyWEb1O7ZrP4+9urKGV6wdqJKJCyeT8KkIhx19ANFRMjr/AE7A8mial8+/5NvVAXIWIJlj7pJllx7FnbK45qAO39C4mUqfiVoOban4qliIEJZECnhw8kn+fNJonB4+kJFLgTSY8dhi7TrJug781ugjan6bjMyGaUnhtXiqrxuALH6Y4tWs+d3xaynm9CzOiQNS/MRKwKulkRAPwUg49dgzd9FH9pkX703S6XOan/Wk61W9a6NtRkLglbLE+IRuttVmf8OrAebQgbtpGEQqKHkpvSnophR47R1N+9NSivGb5Q8//eeADUZi9xhCFokXCd/x+P/fee2+mBpWUku+++47evXs3+vnq6mpWrlzJ1VdfzfHHH8+7776L46Tt96OPPuKqq65i+PDhfPDBBwCZvzXG2rVreeCBB3jhhRf49ttvmTVr1s5fUBvFi8RqAaTr4pSXg8jLLPwbSFVJhCNYWvc/HlvyPBVmNdP6387Ub77iqsN7EtENai2Te774nNsH9KMotLFYdn5ed0776dNUp4KUxVZmtufpPirr01LyAYWCi3rraA+amOUSUSgwfudH6aQgFE8g8Ng2Uqp8s8rim1Xp2hY3/8S/hR2rOXCAbWD/JYkst0kVplDH6tQUmcRdB11RiRqBrYpS6citYJN/9/DYLhwyAlbRSTr2oyb2Bh94zuUGdXGLFeUbJ7B5uo+ymE33XIPHhu9PrqFQZSawNtiv5foyokEDDSmHrpRUmSaW46KrylZTZz32bYSUFA7Usuyx8GIDZzuaCNiubNIWm0vKodFamym32UN4eGwT6WwUsYSWFrGcRC1quN1uPCuPtk5TfjS14X38tvyh5/88RCS9Hm5IKWxYH4vIzs/dBgwYwBVXXMGll16Kbad94HHHHceYMWN47bXXtvh8Xl4eo0aNYsSIEfh8PgYMGEAymSQej3PllVfyy1/+EsMw6NWrFx07dtxqgfabb76ZCy64gM6dO/OnP/2Jq6++mldffXWnr6kt4olYLYCbiLMiJbBsi1BUyRIAfFHBorr13LP4c/7Q7yKmfPcYq2I/UmmaXP/xJ5nPFQcDaGp2tJQQCsFAAYlEKiv9cNMaWmf01tEeMndZzq/H3o9PJasmW50l0aIiy44Lf6JjT9kst/wBC/1mnT+v/Jh55T8yecDJXnSVR+uhpv1rwZC0gLWpbWoPmZxxucF9H6aF2fywoNpK+1G/TyHqV1lWW5GV3vrQsaOy/CywIeUQltXUMn7OZ5TGExQHA0waeBQluRHP1j22wOcqWI8msuzRftREv7n5qdOaIpqwxebb2+Z+HdK/+7ygbI8WJF0TSyARKIYXieXRMjTlR30T0iUsmvKHDS+cpPB5/m8fRygCpZOC/5ZAOoXQlxa2WirA44wzzuCMM87YYvt7772X+bkhfRDghhtu4IYbbsj87ZZbbgHgggsu4IILLthinCuvvLLRcR999NHMtkMPPZSZM2ducdx9Be92bgGqpcL4z1fzwPc/EBit4oumbxBfVNDuQp03yhdRGq/jj/NncXnPX/Ho989x1zFHUhxMT2obFkV+ktTGSoklKpBy4+uCqF/l7uM6ZdIPX/uhkt8OM8gPCyKa2GrOryslFUmT0liCimR2S/ld1XrUo23hKinOPV4lP5y22/dW2LS/0MiyY19h43YWT9r8bv9BPHXwSFLVDnVmstXP32PfJGk4hEar+MKN22aekbbf/LDg7ON8vPZDJXcPSqcQVpmJjIAF6U6ZD3wzk7sGdcz42YaUQ0U4GQEr/dkE4+d8RpVptuLVerQZXNn4M3k7nq+5hsKdx2bb4p3HdiTXaP6ULRxI14Bp8OsNNWHCAU949Wg5pJsCNf0+XDSkE8ard+cpeewNNOFHY6bbaDmA9C6SZTU1/Ob9d7ju05mcO1h4/m8fRygCJU9BKVRQ8rwMpb0NLxKrBbCkoCxuURa3mMBSxozuTL6mURDSeHLVAk7s3INX//cdpfE62gfaUWFW0z6g8PjQQdiOi6YoYK/l2bcvpzZWSiRUzM+Pu592ud0RIl2EsCTX4KGhXVgTS1Brmby7dhkXn7Q/EQeczQSGhpzftEOvZ/xHX1MaT1Ic9DPp2L6U5IYREtzV7hZhlqFgaDd+kx67A9OR3LdwKRcM7EyerlFt2TywppQrruhMLJki5PchSdvV5naWo+qkbjUxyiVdC8No4zRkZ+k9KDx2OUlXcvOypUzp27Nx28yBP/zCwJEuqC5n9fJTGJAoQmC5TlanTIBZZSu49rDjeWz4/lkd4dbGExkBq4HSeALb8fISPLbEVWWj9uiqzRexaiyLxxfN56ojuhPR/NTaSR5fNJ/rjziy2c00FCHYL1/h2lP9pFzwKV53Lo9dgGMjNnTGVvR0uQAn4YlYHjtHU340FFB4bPj+jXYnrDJNrp07m9J4nNJ4nHu//YhLjjucA3LyMFTh+T8Pj72MVovEeu211zjllFM48cQTefbZZ7f4+8KFCxk5ciSnnXYal1xyCbW1bSccWfepFAXTD/EFlfVc9tl3XP3lIr5KVjCguJiOoQgAxcEcVCG476hryDXCFPj9FIWC+Inxz1lpAQugNlbKKx+OI56syhxDEQJNdbl13mdc//EnPPrdYn7xzn/5w6L5qGP1TPG6TXN+q0wrI2ABlMaTjP/oa6pMq8nWox0jHVvte/PYM9BUQUXS4pq53/HbWV9zzdzv+GxdDZ/Hqznjozmc+O4HTPx2AcpmdqZebeA8Z2WHe99vImu9iD6PXY+mCsqTFmtME+NiI9sHXmxgyhQXf/Qmq80q/rHsO6KGTjzlUJFM4ld8FAdzssZr8M8FAR9FIY2CgA9FCHRVyUTNbvzslunfHh4AUqFRe5TbYS6W4/BB6Rqu+/gDLvvwLa77+AM+KF2D7W5fkwFFCCJBhfywQiS441250hHdSUpjcSqSyayIbo99G+nYCNWHlBJheJFYHi1D035UZp7Nm2M5DqXxOAAHR/MZ3bM3Ps3FUUxPwPLw2AtplUistWvXcv/99/Pyyy+j6zrnnHMO/fv3p3v37pnP3H777Vx11VUMHjyYu+66iyeeeIJx48a1xuntNFG/xkMn9EK3VDSpYAuXasXijs8/psJM8tDxJ1AczGHiEUMJqDqdQp0z3QKldLGdZEbAAijOP4QTuo/BH9NxkvXYWgJFUcjz5/HAoP78GDPxqxpJxyZqKKxR4iTHukSERq20COdKOooQluNmBKwGSuPJdARBE61HNS84b58jamhMOb4XNdUOYVWl3nFQQpL7vljEz7oWc2GvbuSnJD7XhokKDhqW41Bvm4Q+3zXtaz08tkXU0PjzcT3pYAmwTPzjVVzTBxVgvWBhjDGY2G8Q4DJi/278bnZ2Tas/D/wZV815PVMTa/KAk4kaW9YtihoGkwYetUVNrKjhtZD32BLFEtizLfzjVVBccBWs123UM/Rmj6GrKud178m5nXuho2Lh8Pf/LUJT1G3v3MKkI7q9mnAejSMdGxQfIBE+PwgFN1Gzu0/Lo42zI35UV1WKg0EKDD+XHnwod8z7KuOzHhjUn7CqYbkSXUBeQEdVt/Snjuti1kukA0IFIyxQFe+FlYfHnkirKBZz5sxhwIAB5OXlAXDSSSfx5ptvcsUVV2Q+47ousVgMgEQiQW5ubmucWovgOg6hOo3FL1iY1RIjT9DjLD/dciIsqKpESpgy8FR0RVDgD2UmflK6VFYvpT6+jpKOJ9D9gLOIBIsprg/jPvYVVuUHiPwA4tclfL/kz+x/zFVYdGDyvLWUxWyKQhp3DerItIXf8EHp2sz5FAcDPD500IYIAn+WkFUc9KcjCHyNp4fZpGhesoLH3oKQkB/XWfuySU21i5Gn0GWkyqDiQk7oWEywPAFPfYFdmUDkB3B+exixAoO1dXEOLAw2msrq4bGrcZ0UxXUWqUc+x9lgm9ov+2G95kPWwLKYyRWflFIU0pjQvz35hkHphtTA8XM+4/Ehg3hy8MhMd8LNu2umC8QmsVyHQr/B40MGYbsu2g50J9x0rPSx/J4AsJcidYk22MKaNh/ZYJfn9cPRtGaPEfH5OL99H5Y8bWFWpzDyBOef3YfgbvCtVabZaE24x4cOanZqo8feSzoSSwMJQgiEHsJN7h4Ra8GK1wgH2rF/0YDdcnyPlmNH/GjUMLjnmEGsTyQyAhZAvmFQnnQY++lSyuIWRUGdSQO70y03mCVkOa5LbK2btZbrebZOqAOekOXhsQfSKnflunXraNduY7vd9u3bs3bt2qzPXH/99UyYMIFBgwYxZ84czjnnnNY4tRbBipFxegBmtWTJixaXlBxKcTBISrpc/dE7xOzsVIBEsorPv3yEHNGFk3rfjXC7Y8UM3Me+Qlamna+sTCD/toyuvS+gTsnhutmrMx2LymI218/+kVO67p81bkO9lqihM+nYvhQH0xPNhppYUUPPtB7dPA3xx9ofd+VX5bEHYscl3z1vZtnvqn86nNW5M+1tF/9TX2TZo/r4l+TZAiNPbTKV1cNjV+PWmaQe+TzLNu3n5qOdKTDG+lE1ODjfT1nM5rZP1jG6Z8/MvqXxBKaTQnNqiAiL/M1EJVdKltVWceHMNzj9zZf4v5mvU2nFaR8MUODfPgFq87EunPkGy2qrvJSsvRVpY0+fn22X0+eDtLex40asmGDJ5nOKFyysWOv71nREt1cTzqMJNkRiSdK2qhjB3dKdMGHW8OYnf+ClmZe3+rE9dgE74EfT9YNz6ZoTyfJZo3v14LZPV1AWtwAoi1uMn7OU6oSVtb9ZL7dYyy1+wcKs957VHh57Iq3yXs91XcQmk34pZdbvyWSSm266ib/+9a/07duXp556iuuuuy6rjeS2WLBgQYue8/bQ64DDMk6vAbNaoqNyU7+jiNs2pfF6rvn4PR48ajDrV64CoKT7fhzd9UaqHg9QWWURjgbpfClYldkTRlmZwAh3otSqz2q5DWkhK3+zt6HFwQBWIsEXi74jEAwypX9vpKoirF/hDQAAIABJREFUHIf60tV8sSydMx4Khuh4bUc0fNik+L72e2LxGPPnz2/pr6jV2NFz79evXwufybbZnTa7KQd27rOF/eohgVorUCyJ04g9+hxJ2DCoLbQJ3aCgpthoQ1/EWuzcgsEA7QtDqAo4LqwrjxHfbEG1OW3ZfqH5578v2yxA3649MhPcBmRlAtEB1vzdRK+DW8/ryM1Lf2RBZZKIvjH9rzgYoLp2Kc99cCGRUDE/G3APNeVkbKvd/l245rNZlMbrAdL+e+5G/x0IBgm367DRr65fS2JDLY7N2dpY0LbtdXvPfV+w2UO79mrUZyqObPb31atb43MK3F1rL42N3a7r/hQHA1mLwoY5xvxF3+2yc9kWrXXf7As2uzNEKtajOS5IWLJkCWFHwapcy6pW9mvVie8zP38670NUEWyRcduif94bbHZn/OjmPiui6xkBq4GyuIXlZo/V84BDG/W7bqr5vntnaYv2tqNseq27w2Z3lng8zpQpU5g5cyaGYZCTk8OVV17JgAEDuOmmmzjnnHM45JBDtnvcnj17snjx4mZ/fmeO1dZpFRGrqKiIefPmZX5fv3497du3z/y+ZMkSDMOgb9++AJx99tlMmTJlu45x8MEHY+ymGiXxmhTRngpFh2n4AoJUQlL2pY1Q4MWlSxjRtSuQXrxogUDmZrWqLdZMT5GqSjvNVJXEKheI/EDW4kzkB6gx1+LP6cDDw/KpMh2mf1fOwopkugCxX8847IZ6FZ1yI3QpLNjyZAvzG70GP9CrYy/mz5/fJp0J0ObOfXfa7KZY9S7RnmaW/eoGlD1p0v7nAqURe1wai3PB+19novu6tQvhJAz2y+mBqkIwKLKE6h1BSpe6yqXMf2sMifpSAuFi+p14Hzn5hyNE40Gkbc0GNmdPP/89xWYBrKr6Rn2luQ7MVWmfmpie4q7LO7Fa2kQMQZ9oHpWmyZ+O7MnnX00A0o00Xv/4Wn41/GlCgbTPLI3XZ0SnBhr89+FHHMGymnqu3qzra6/ccKMRWlsbC9rm5A32fFttoLVt1qlMNmqXQlGa/X3FahyMPJG1oDLyBCi7zl6a+v90pWy0JlyTc4xWoK3Y3o6yJ/nZbbFuWQiHECDp0aMH1WsKkLbZ6v8/Xy1dCavTPx/QvQPt8nrs9Jh7u521JC1tszvjRzf3WclUiqJgtpBVFNTRFZE1Vry2cb+r+ESr2MG+ZG9t/VqllIwZM4Zu3brx+uuvo2ka3377LZdccgn3338/t99+e6udS2sea0+jVUSsgQMH8uCDD1JZWUkgEOCtt97i1ltvzfy9a9eulJWVsXz5crp168a7777bphRFPQRdBussetHM5FH3OstgxrrlnNX9QKYtTKvNxcEw+qaFWR0lI2A1UP5fKL7oSFKPzcvkgfsuPpzqQIrxH5RnamHdeHQx/1hSyW8PbkeHoM7jQwdhOztWr8Vj38YX2NJ++/7KT6pKUvGuoOi8fjjTN9YlcH57OPd+n37rWRpP8viC5fy+58G8/h+T2jpJJEdw6giDwgJlp4QsK1HF/Ld+R6I+3fQgUV/K/Ld+x8DT/4YR3D2LJ489ByXHQLnkiExKocgPoJ7Xj/X/2fiZVJUkZUsunfXDhhqCR1JguMz4KJ1yctKgh9H1fCyrElduTI/SFZXiYDhLfGrw3011fX182JEU+LecxG9tLI+9j5TwoW7mM9Xz+pFSfDT3f9wISXqcrWdSCo08QY+zdYxQ66e1KEJwQCSHh08YSMqV+BSx3Sm1HnsxmcLuaYQewqlf3+qnURtbk/k5lqyk3VY+67Hn01w/mq43aWI5Lvom65+S3EhmXWSoCpMGHsj4Od9n1cTKC2QXiTfC6RpYm9fEMsKer2urSFdCnYNMSYRPQI6KUHb+/3P+/PmsWLGCRx99FG1DnbaDDjqISy+9lKlTp5JKpTJ1vx955BH8fj/Lli2jZ8+eTJ48GV3Xefrpp5k+fTo5OTl069aNLl26cOWVVwIwceJEvvzySwAefPBBunbtyowZM3jqqadIJpNYlsUdd9zBEUccwejRo7niiivo37//Tl9XW6NVRKwOHTowbtw4zj//fGzbZtSoUfTt25eLLrqIq666ikMOOYQ777yTsWPHIqWkoKCAO+64ozVOrUVwkwqrZpl0O0nPRLKsmmUxYsT+lNXXc0fvEwgrGjoKSlziaE66mKDi4IuKLCHLqYMKGUT+egCFeSBVQUwXjH8vuxbWHZ+Wct/gjghsFGF4BVY9dphUAlbNsuhxuk4wqCBcQEo6XmmAK7CljnLeAFRNouapXPH51yyoqsvsf0aXLhkBC6C2TvLaGyZnj/ITCu34w8J1rIyA1UCivhTXsZrYw2NfwufTSBb60ccNTOeaKgpWwgfChg31WXxRga6lo/Yaagg+MrQjIX8BJT2uZuL87ymNr6U4GODugRqhgEQRgqjhZ/IxQ7lm7nuUxuspDoaZfMxQooaftfFk011fG2FrY63clV+Qx25BoFBfZpB79UCQLgiFmoUQat/8EqQ+n49QuxQHXWCACyhpYcvna/3K7q6UrKit87oTejSKdGzEJiKWoodwk/Vb2WPXEDerMj/Xx1tfRPNoWZrjR7fVOXXTdVFEc3j8hF7YErQmuhOqikKoA/S50PC6E+4FSFcif7QwHyxFVqQQBT6MK4uho77TQtY333xD7969MwJWA0cffTT33nsvffr0yWz74osvmDFjBu3bt+ess85i9uzZ7Lfffjz77LO8/PLLaJrG6NGj6dKlS2afgQMH8qc//Ym7776b559/nmuvvZbnn3+ehx9+mPz8fF566SUeffRRHn744Z26jrZOq82ITj31VE499dSsbY899ljm58GDBzN48ODWOp0WxXUlHfvrfP/qxkiWnqN01FpB8E0/BQM17EdN7HKJKBRoYzXoDK7fpsOFAdY+aZKqkviigvzRBv/5xKJsneT0M/08+aHJRcN0Cgw1qx5WWcymMmlx6zyvS5DHzuG6ki6DNPQ42FMSyAY7vdSgbIaJUwftzzWI6Q4pXXLVob2pNC2eWbSchVW1FBp+auuyF/C1dZKt1f2VroT6GDgOqCqEQ1s8VBRVJxAuzhKyAuFiFHXLFstSSuJxSdeufYjF3BZJZ/TYs7HsFL4yjeQDyQ02K9Eu9VF4pkb5yzZOrSTvVwY1MpXZp8BQ8bk6J/S9hxQuE/rl8NCChSysqua6OfN4ZHB/QopF0B+lJBLlyRNGbNFRcKtdXxtBEaLJsZpLc+4Xjz0DV3OJdNFI3rbRLiNX+7G1DWpUM1FVFXwy81+uNmFfuxqvO6HH1kh3J9xExDKCSCuGdFNZ4tauJpasICdYRF28jFiyvNWO67Fr2Jofra1N+0RbtZrtm1RVpSAc2OZxVUUhGNkll+TR2tQ5GQELQFakMB8sxX9TJ8jdOd+0eW3vBpLJJHKzpj0HHnggRUVFAJSUlFBTU8MPP/zAkCFDCIfDAIwYMYLa2o0NMYYPHw5A9+7dmTdvHoqiMHXqVN577z1WrFjBp59+iuKJq63TnXBvR0iREbBgQyHAWLqmUO6RaQFLlqf/Jssl9gM2bo2DjZ9qXaL/Sic61o/+K51YQIKASI4gZkoq6yWPvWtycZ8OWccsCmmkXGenugS5UlKRTFIai1ORTHrdsvZVXAH14EzbzE4fNikYopOqkqz7u0m1cFlWa3Ppu6v58xdVXHZIT44vLiTHrxLJyXbmkRxBU2su6Upk2XqsKdMxb30Ea8p0ZNn69EJ9E/RAlH4n3kcgXAyQqYmlB6LZ40lJeYXLCy8lmf68wwsvJSmvcLd4kHjsXSi1CtYGAQs22iy10OFXBu0uNfhwkUVZIj2B6ZPv5/qDO/Gvl03+9kyS116xyXNy+P1hR9AnmkdpPEFVbC3PvnM+62uWIpAU+AMUB8NEDT9VpklpLI6CbLLra5PnKkRmrAJ/YLsFrObcLx57BpqpYE7JtktzShLNbP50a1Of9uTTiR32aS3xjPe6E3psDelumU4I4CbrmtpllxBPVpIb6ogiVGLJilY9tkfL06QfTSoZn2jWaeRvVofL800eDciUzAhYmW0VKWRq5+dOffv2ZeHChdh2OriksrISKSVfffVVVhQWkFUrTgiBlBJFUXDdpu20Ieq64fOxWIxRo0axevVqjjrqKEaPHr3T17A34IlYLYCUbNHRQtXSaYK+oMg44cznyyUiJXBtwYwZFi/OMHnmtSQvzjCZ8V+L/kdpDBlmMOPrDTdHvaRT2KAolA5bLAppTDi6GEWkuwRpikJFMkFpvJ6KZKJZE9WGMNzfvjebM2a8y2/fm82ymloCwZbp6OLRdnBl2l4bs1NfML3YTlVJigyNpxamw/TTKa3r+N3hvbGVBD89WcsIWQ01sYLBJhbq9THsJ15GVqXfOsiqWuwnXk5HmmyCEAo5+d0ZePrfGHLO6ww8/W/k5Hffoqh7PJ5OX9w8nTEe9xb5ezPCoVGbVXWBK+G9zyyOOlrnXz9UAnDZQR2Y9badZSez3rZJJgSje/akOBhAukmOOfxmqlMq6xP1uFLiSsn/6upZXFVLaTzJd1W1hHwKjw89kldOGcjjw46kpImi7i1CM+8Xjz2EVON2SaqJzzdCS/i0pp7x2ytk6TI9z9iU4mAAzXOvHgCbRWIJLW0r0mxd/xRPVhIwctF8QUyrdQU0j11AU37USf9cWyd54z8mY3odnPWZ4mCgyahoj30L4ROIguyIK1HgS9fG2kn69etHSUkJd999N7Zt869//Ytzzz2Xhx56iDFjxmxz/2OOOYZZs2ZRX1+PZVm89dZbW80eWblyJUIILr30Uvr378/bb7+N4zg7fR1tndYvsLAXovjYoqOFY6fTA1PxdGrWps5YFArwSaQUmUlqA7V1kmhU4bGZJivL0yptflhQFre4+vAORHSFWstl2tfruPLwAiYNPIr6lMlVH72dVW+lJBLd6qKqqRSBKUcf3pJfjUdbQEnbq9qInabiG2sLrU5YLKzYmEJVFrNZFzfRVFC0Ok79eRifUNFVsfV0PsfJLMgbkFW1NJZ/KISyzSLujkOj95H3Mm7vRqo06lsdSyI0OOpYgWFYnNlD59JD9ycidT6oy65lVVsnCak+fJqfW4/qjaJKJny5iNL4oowvLTSClCdt7vn8+0w3wglH9aZbRKUotO30hJ1mO+4Xjz0AX+N2uT2zrZbwaS2VBpjnOEw69GDGf7VgY92ZQw8mz7M/D0A6KYSysS6MoqVty7VaV8RKWDUYWhjNF8CyW78ml0cL04QflZvoU7V1kv3DOVt0Z4+2kc6eHruYHBXjyuIta2Ll7HxTHSEEU6dO5d5772XEiBFomkYkEqFLly588MEHWNbWa/f26NGD888/n7PPPptgMEg0Gt1qd89evXrRu3dvTj75ZIQQDBo0iPnz5+/0dbR1PBGrBdCCgoPOMfj2+Y01sXz5EPm1oOZtm8KLjUxKYbomlkGpmqIuYRHJSQtZRe0Fx/XVyfEL/CmIbAiIyg8LLhyq88iiUj74ceODuSik0SHgR1dd/m/m65nOV6Xxeq6Z+x5PnjCCAn/TC6ymUgSk6nXM2tfQwxKzANTLjExK4caaWBahPgrtTjOosVI8fGQX/rJ8HQsqkxSFNCpNiylfLeLaI0qo91XRJRwmGght/YCqiohGshbmIhqhyfzDbaCqZO6jBraWzuixd+BGXPRrDVgPwhBIUyJzwfJLHlj6OUM6daGzmkNRMMxfvv6G87r1JJKjbWEnMcehOEcDQiyvr6fACFAar8/40oePG8Ftn32X1Y3wts++Y9oJR7TOhbbw/eKxa0mGUhjXGFC+0S4pTG8P0XTK6aa0hE9rqTRARQg6/3cOjw48jFQogC+WIOe/c1BGnbhd43jsnUjHhk06rYqMiBVvtXNwXQc7FcenBtBUP2bKi1Jt6zTlRz9fsVEciOQIpJA8OXQQpted3WMzhCKgo47/pk4t3p0QIBAIMGHChKxtrusya9Ysxo8fn3mRv2nXwLvuuguAFStWYNs2b7zxBgCXXXYZJSUlACxevDjz+TPPPJMzzzwTgPvuuy/rWA3HfuaZZ1rketoinojVAghFEGyvcPCFGqmUZHn8f/yg+ohE8ygYFaLKtAjeoBG3bUqtOCJoccsHFRQYKjf+pBMLvkgxpLuGskFASBUKfjPOz9ojU6ysj/PcipWM6tGJJdUmZTGbopDGncd2xK+61KUsxvU9iqcXL2BBVTrVqzRej+VuPcwwXZw4kDXJLQ4GEF544j6HT1WxInEcQ0efEEC4UCsdVtsWkXNUokkV644E/nJJ90LBnWM6ck9gLaN65DLtm8WUxpP4fRp/mjeXaccP2fYBwyG035yZSZES0Qjab86E8DbEryYIBtPpiw3pN9tMZ/TYK9BUFTflYv41mRFe9bF+ygNJft7tQCZ8/G0mcuqOYw4hT9cZeqLKe2/ZGTsZ/BMNNeRw3zdzmFW6iuJgmAlHDGTawi9YULWe0ng6pbCxboROa9Vca+H7xWPXYrtgOAJrU7sc58feDu3IVi0G/0Rh1tvuJraqYKsW0Lwoqqae8dudahMOof90EBHP/jwaw7Gya2L5NohYrVgTy9ogWmk+/4ZIrNYT0Dx2DU350bXr08/dSI7guOGCSd98wfh+fSkKeaVQPLZEKAJyfbTWakBRFIYM2fY6qGPHjnzzzTf87Gc/y0RWNWc/j2w8EauFEIogpseY/r/XOa3LCeT6clhvWlQ6SS6ePSvrs9OOO5ECv8p5vQsx/SlOHKDj3JpdwNC6P0n+zQYjP/4cgOW1Ma45soT9QgFW1lXx+OK5/PyAHoyb805m4fXfVSsY3qE7hXqQoOtvsnsCQNQwmDTwqC1a09aXroHCradveex9+A0/ZcmllNsJ/EZ3SuMuEV2hPQrOlOyC74GpNtff2IHff/0VC6tqKQ76qbVMSuPxZtVbEYqAonboV5+HlIKEMDBRUBOSYJDt7ioohKCwQOHsUX4SCYtAQPe6E+4DyFqJef9mfvOBJIU3+dECPm4+6hBqLZtnFi3nxrnf8MBx/bj9m9Vc+ZMiigI6KLA6aRJyHWaVrgLSLwBu+3wO4/oexfiP36c4GManiEa7EfpbKWp10/sFx01HYHndCfdY/EkVa3O7vD+Jf6IfmrnOSjgud3w3n4uGHkRUM6iyk9zx3bfcPqBfs8+jqWf89qbaePbnsTWkYyMaicSSZuul9JlW+lg+1cDn85O0arexh8eeTlN+9KSJAVb0i1NlJ7lr0bcsrKpmnJfa7NHG0HWde++9d3efRpvHE7FaiFQqhe1o/HS/n+IXARwJ133yKuMOOY7iYJDS+MY3QwGf4LK+7bnt01LKYjYvD+xGTiMFDDVn4+Kp0rTQFJc/zX8vE3F1bveDgPTC68VlixhXchxvzmiIMrA4dYRBYYHS6GJeEYKS3AiPDx2EvUkY7hfLlu7Cb8ljz0WgG/vTXnOpMSVTvthom1ojtpk0UxkB68Yje/Lwwi8pDgbx+5q3sBeKQOaEqKhwt4ig2tRmXSmpMhNYroOuqESNxju7CSEIhQSLFi2kX7/mL/Q82jBNFH51YoKErTJtQQUVpsONR/dk2jeLEQIqTIdLP1iZ+XxRSOOqI7KVhdJ4PRHNyNTEKvAbTDq2L+M/+joT2TXp2L5E/c1LDWsJhCIgEm6143nsOD4HzMaaZGxHkLOuKlSaJmM/mZPZtr1RVE0943ck1cazP4+mkE4KoW6sidUgYjmtKGJZqQYRy4+mBqizy1rt2B67hqb8qOJIfj37/cw2r5C7h8e+i3fntwCpVIpltXEuf38JF7y9jDEzl1BlSgr0IE8vns9N/fpRvKHrX3EwSNQIZAQsgHVWKl34dRNEoSClSq4+7EAeOuEIphx/GNO+/SQjYBUHw9TaZubzIzv1yQhY0LxuRum2736KQkEK/H4vj3wfJd3FKs5F7y5kcVWCGz76cZu26TdUXjr5GK49ooSHF35JhZnknmMGETWaXzB4Wx24XClZVlvBhbP+yen/fYYLZ/2TZbUVO9Qm3mMvZEPh100RhYK6ZLrr4G97tc900fxNnxLWJeLceHT7rC6vdw3qyBurFmWNURwMUxwK8+QJIyiJRPEpCiW5YR4f1krdCD3aNFIVjdqlVJtvLw1RVA1dAXc0isp7xnvsapqqibW7IrE0nx8r5aUTtnW25kd31i96eHjsHXiRWC1ApWly/ZxllMXTBQfL4hbXf/Q91xx5DOPmvsK0hXMYe2g/okaADv4QjiszIgHAX5av484xHQlMtTO5376xBs+WreKRb1dQHPTzl8GHUWGma1sUB8NM7HcsUxd8nhmjUA96Hdo8dogq02b87CWUxS0ium+btmlf4eOuJYu4pl8vekbzuH3AMWiKut1v+bfVgavKTHDNxzMojadra5TG67jm4xk8OXgkBX6v/sG+jogItHF+7Ps31sxwLzP48CuL2jpJnpZ+vJXFbDqGgvzps28oMHSmDulFaSJGImXTISC4+KDDWFJTmdXdtUMglGXLaTHAmyh7bJuEz0W5zMjUuGywy4TPRWvme8OWjKLy8NhVSClh83RCX9pPumbrFVc3N3Qj1Hx+fGoAKxXbajkNjz2frflRzy96eHiAJ2K1CLYLBX6dsYd1JaL7qLVSPLOolC6hPIqDOSyoXsv933zI3UefxIpFT3BAz0soCmkZsWBBZZLn21Vx8cR2iBRIH8QNl5OjXTmpY2eEL0W7oMGTJ4zAcV1cKUi5kt/0PpwnvvuCCjNBNGAQyUntcDcj6UpkraRP0UG41S4iIryaF/sItiM57YD2/KxLEUjBSz89kL8tWsdrK2tYUJnknsBa/jhxP5QUlFoJXitfxbV9D8JnCXw+hfxN6k9J6ZIwa5COg26GURwVoamN2lNTHbgUUkjpw3KdjIDVQGm8bptNCzz2DUzXJtVOwZgYABtsKZm7wKZsXTo1tdpOAemIq7XxJJVJi8sPKeHHeBW3fj6byccMJccwyDEMnj7hZ/jjPlRHoEiBdCUVtoXluPhw8Ys4ilAI+qMI4QUwezSNIwRfrbfpd70fXQhsKfliqc3B+2nb3nnTcRyHcFxDSYHrA8fnoPj27SmblC7xZBVduhUQS1R49+Puxk0BMruwu1AQPmO3iFg+XwCfqiOli+umUNXtu+c89hyy/KgPhBRYpkRPCXLCRmY+KaVLLFGJ41qoit6iPiFdzsLGdiSaKoga2nYLZi0xxu6krZ+/x97Nvj0jaiECPpXL+nbitk+XUxa3KArqTDi6GwLJlIE/QxUKjnRQgbVWDSsWPcIdx17MjRvSto7vGGZkx0KeeS2ZqQ00bLjBi/MsapOSi4YZSL9LrqaxvDbGdXMWZGqz3DXwONoHNCK6j1NHqDvUoU26Ene1i3lfOqIhWZjA+J0fpZPiCVn7AAFVMKxDEX/+j0llvSQ/LPjt0A4AfLY+zlk987j888+pNC3uG3QYo4xu/PtfW9axAklV3SosK0FOVRH2VAdZnk5HbMyeGusqeNKwBIvm3EmPIy9GD3WkOJiTJWQVB3PQldYpqO2x55JMWdTFFBxT8OKMjX5z+FCDhCnpc7iPuxaspiikcfvA/UDYXHvEgRT4NYJa+oVA1EinV0lXEl6nYd6XJLVJJOw9qxcxs7Sc4qCfO4/pTekPT9PngFNol9vdWzh7NImupejRQ+P5GRv92oiTDXQtBTTPd9mpFHI1OA9stEkx1sDulELbR4UsKV3W1yzllQ/HURsrJRIq5ufH3e/dj7sR6aRfFKCosElQtdACSLv1RSxdDeBT05FgtpPwRKw2TIMfffcza0P39mSme7u6YT6JkLvMJzSU2WjIUigK6kwa1IOS3GCzRZyWGGN30tbP32PvZ4fu8rKyMmbNmoXjOKxZs6alz6nNYbkiI2BBOp3wtk+X41N8rE/UM3Heq/zi3ccYM/cFuvW5iIWL/kYHUcZDQzrzwohuXHfYfvxnRnZtoHffMTm5r0ZlveSxd03qkoKqZJInF67kll4H8c+jB3BLr4N4auEKUo6DqiiZDm0X/jrA2aP8TRZ13xxZKzMCFqSLJ5r3JZG1Xu2hfYFUysdj76YFLIBcP1ArubZbEU8N6MKbK//HwqpaSuNJqupTvPGfxutYxZNVVNevhjqJmKpv054augqedaaPX46s5cTjl7By3u9Zt+p95r/1O0LSZvKAkykO5gBpAWvygJOJGoHW+3I89kjqkyq4IstvBgOgJyWnHGVQpMPv+7Xj+qPysdwEEd1Hz2iELjlh2gdCFPg3NghozP+lHjA5t7gLAKXxJDfM/Y6e3Ufz0TfTiCerds9Fe7QJUrbGp59ZnNRf5/9O8XNSf51PP7NI2c1fULu1gtQD5hY26dbuuwuHeLIqs1gFqI2V8sqH47z7cXfipLMJhJItrArNQLZiJJa1QcRSVT+qmm64YaeSW9vFYw+nwY/+pJ9OQAj08wyUEiVrPrkrfcKmZTYgva4bP3sJVaa9jT1bdozdSVs//13F6tWrGTp06Bbbe/bsuUuPu/n4f/zjHznvvPOIxVrP1+5pbPcrvZkzZ3LLLbegKArPP/88I0aM4J577mH48OG74vzaBCkpMzd5A2Vxi5QreejbmSyoTgt9pfFaEBrhUDGJmhXI/Ci/eOtD/jZoCMGAwknHCEK6JGYJPvwSQkZ6wlpZL3FcAarCtR16EnjQQZZLooU6147piUu6iFBDh7btv4DGu3y5tgQpPcV9L8d1yQhYBxQKLj1Mx19tIVKSUFIwpqgby2tjLKiqJaRqW6ljZaH5Ahh2pFF7IrXlsYUQqFQw7/WfZW1P1JciUwlKIkU8OXjkNrsTeuxbuC6opFNRi9oLhh0J+SGQZRb2dImogXZjVCavWsiCqmpeOXkYubrO+kSClCvxKemC1z5FadL/Ffo2dh8sjSeJmXUcfMCpOK61+el4eGQQUjKgAGcBAAAgAElEQVSsj4ZeYyGEJGwKhvXRcbajIYWSglRjnbka8aH7Co5rZRarDdTGSr37cTci3U1ErE2y/IXPj2u1XnF1065HET5UxYdPSfvtlOOJWG2ZBj/qW2uCX4Im0M7XsZ+2cJe5uLbE1d3t9gnSdSFWD6kU+HwQCiOULeM5bKfxdZ3tNN+Pt8QYu5O2fv57M7fddhvLly/nscceIxDYd1/sb7eINXXqVF588UUuvvhi2rdvz3PPPcd11123T4tYPiE4vjiPszoXk69pVNo2L/6vFEMRXLX/EAp8ISpSMZ4r+xQhUwwe8AfWLZlBUWE/ioMBbFKc1k+g/HU+sjKBPz/Aaf/Xj1KZfhjnhwWqIgmbOqmp2W9nA1MdfBMNCO3MBWzo+rHJpFkUCr6PVeLTVUoiUU842ItRFOjbReGkXhqdQgKxvh77pbQtivwA4fP6cV3PHoz+eB4xxyaSo21Zx0oBoejYqQSmW4tRGN3CnpryNoqqEwgXk6jfOBkJhItRVH1DQW2viLtHNooCriMpOUBheG8L8dR8rA32qv+yH9bzPgJTXa4f15drF36GKiRLa2q5Ye48SuMJioMB7jzmSLrnRlCa8H/lqY2Tt+Kgn2RyPflGPqqiN3ZKHh4ABFxQzFiWDzXO64frhps9htuETbq7KZNQSpdksgrXsVBUHf9uqEWlKjqRUHHWojUSKvbux92I3BCJxWYigND8yFYWsXQthAAvEmsvoTE/qp3XD+3sENajJt/HKgkaGucd/xKK1Inb5Xy05H5iZnmTPkG6LrKsFPupR5FVlYhoPtoFF0NR8RZClqYKioJ6lohTFNTRtqPLbEuMsTtp6+cP6XI51NnIlET4BORou7xMjuu63HHHHcydOxchBKeddhoXX3wxn3zyCY888gh+v59ly5bRs2dPJk+ejK7rPP3000yfPp2cnBy6detGly5duPLKKxsd/6677mL58uWZsQBWrFjBxIkTqa6uJhgMctNNN9G3b1+uv/56wuEwCxcuZO3atYwZM4aRI0dSV1fH+PHjWbVqFZ07d6asrIy//OUvdOrUaZd+Ny3Nds9CHMehffv2md979+69z3cAyVclN3bvjvuKjx8fc3Ff8TGhVwnhah/Rp/Ox7tWJPp3PHzudStQXoK70a4r6/IKYWcmfjxvA/povI2AByMoEyl/nY9gW+WHBRcMMcvwSxRGNRgwozs59/yKSrlnU0M5WFAoSYwSTV3zKNXPfo8r0JgN7MyG/y68O02hnCUTKxp6ebYv29Pl08WsUB/0EAjDkJwqRnLStRHIEPz1Zw6SOgJFLXrgT5AjkGCvLnozf+RGRxu1UD0Tpd+J9BMLFQFrA6nfifeiBaCtcvUdbJOx3QJGcdIxAPLWZvT43H+20tK/saoR54NijcWUqI2ABlMYT3DB3HhXJJORI9LFalr36xhr8vXQVkBaw/nhkF5au+DuhQCFBv2eXHk2jOo37UNVpfgqGE7TRx2Y/k/Wxfpxg66dxSOlSU7WUd944n9dfGsE7b5xPTdVSpGzd1sdBf5SfH3c/kVD6OdFQ/8a7H3cfMtUQiZVd601orRyJZaVFLAn4lI01sTzaLk35UaUgRWKM4F/lS9BqDP73YhFLHouy/pUenNTrAUYNnta0T4jVZwQsAFlVif3Uo+nIrM2IGhqTBvWgKJgWxBrqQUWN5qeFt8QYu5O2fv7Slcg1ccxJCzBv+hxz0gLkmnha2NpJ1q1bx+mnn571r4G///3vlJaW8uqrr/KPf/yDt956i5kzZwLwxRdfMHHiRGbMmMGaNWuYPXs2ixYt4tlnn+Xll1/mueee44cffmjyuPfccw9PPfUUF198cUbAArj22msZPXo0r732GjfccANXX301lrUhDbSsjOeee45p06YxadIkIB2QdMABB/DGG28wZswYlixZstPfye5gu9/rBQIB1qxZkxGu5s2bh2Hs263HZVJlyQsmZnX6xjCrJU4lVLxgkqpKb0tVSdY9aVMwRpBfMoy1lsGET7+lNL6AVwYcS25l9gNXViYoCsO4EQaoNrUpyFF9jb6ddVS5UxX6hSJQOimoEw3W18epSCX48w/z+KZqPYDXDW4vR8ZdUpUK1S+YdL6IzKQh8/fKBBrw0AlH8GOsnpd/XMGwoZ2JagamTCFCEHcFbjJJfrgzplWLDDhoE9WtdidsQAiFnPzuDDz9b5k3/XrA6zrl0TR+nw4hC1+1i9mIvYpwuhh2skrSLuCnUlrkGwZX9+1LRDeotUyeWbyYlCsxrWrmLbuDXmNG49cKSdrl1DvrGXv4QMYc2g1ci6XLp3PswZcQCRY12y7TXX1MLMdF91qB7zu4bqM+FLf5oo9rqiyZa9HxtwaaX2AnJSvnWnQ5xQf+be+fGacFbDCZrOLD98YR3xApG68v5cP3xjF8xNMEAgXbNdbOIIRCu9zu/Gr408ST9QT9Ya874e7GbYjE2kzEUg1kymy10zDtenRfCJAbI7FsT8Rq0zTlRxWXh2u+4KftuvPjP2XWumvFywaH/ja3aZ+QSmUErMyYVZXp1MLNUISgJDfI48P77HBnvpYYY3fS1s+fOhtr2mJkRdoXyQoTa9pijPEHQ+7ORfC2b9+ef//731nbGmpWffLJJ5xxxhmoqkogEODUU09l7ty5DB06lAMPPJCioiIASkpKqKmp4YcffmDIkCGEw+lo7REjRlBbW9vocZcuXcrdd9/NjTfeyL///W9ycnKIxWKsWrWKE088EYDDDjuM3Nxcli9fDsCxxx6LEIIePXpQXV0NwEcffcTkyZMBOOSQQ+jRo8dOfR+7i+3WPn7/+99z4YUXsn79es4++2xWrlzJgw8+uCvOrc3gSjKOtAFVExkBq4FUlUSVOutiNUz4sjwTFVAnHfLyA1kOW+QHsBXJbz54P5P+8tBxx5A/3kBdbyH8EpkUOO10zGAKY2cbTQpJrT/OmE/fojS+8a1EcTDsdYPby5GOyNirXSMQjdji2pSJ6fh48fsV/OLAA3j7h1X8oqgTPfwBVpTXce/SJVSYJpMGHkVJbl76IbcdKa5CKBjB1lsQebR9dNWHFE6j9ooUGDco2EkTn6MS0lTGHHIot32yjrKYTVFIY0L/QzFUBdexWPO/91nzv/cByG93CMVH/onfzZqb8b13D/w1BZEclGb6wnRXn1rGz/ksM0b63oi0nQmgxw4hVaVRm5Rq88UWxVWoXOxSuThbCNj/p80fo6Vs0HWsjIDVQLy+FNfZvlpU0pVQbyFTDsKnQljf7rQOIRRCgQIWfbuSfv26bte+Hi1PJp1QbCZi+bRWFbEsux5dS5cd2JhO2HqRYB4tz9b86IldDqSDG2LlZusus1ribq1uoM+HiOZnCVmiT18kBrIyvoVfSpez2DmxoyXG2J205fOXKZkRsDLbKsx0auEuPK672QsrKSWOkw4G2TToRwiBlBJFUbbYpykefPBBdF3nww8/5A9/+AP33ff/7J13eBTl9sc/M7M7W1M2CUlWqvQqQoQEBBHsAooVfyogIl4URUHFhg0VFRUU9cq1XEWuXsVyVWwXr1ipEhQIUgRBBDekbdr2nZnfH0uWLNlAIgkkMJ/n8ZGd7Lzz7s6Zs++cOed75qDF0duMd8zqVXOSJMXdr7lR70dYffv2ZdGiRcyZM4dJkybx+eef079//0Put3jxYs4//3zOPvts3nzzzRp//+233xgzZgwXXHABEyZMoKysrL5TO2poooopOfaSUEIaBkfsNoNDIIwfyWCPBrAAKmQJ//g+kZsvIo7aP74PvyrBmPKXQr+fYLCM8HsrCc77JvL/YBmHa4eaplJRso2dPzzErD59cVoj0WCn1c5TA4bhMNXj0a9Os0OQtKi9Fn4O0tisGFsMTehLvqhRHgxxWacTWe0q4LaME2n90ga0B7/lxFc2MvvEbqSaTExf/iPuwJFbvOocv5QF3OwJuZDGxNqrcWIWWrJK6PnlaLO/ITx3OQklQRZtKSPfE7npyveEeGRVAWBAlGSs+0pZAdr2msx9ub/G+N47l6+hNFifrkSBaPCgagz92jg+CEkGDNfE2qThmixCUt0fNEkGocaawpQsIBnqvvRuKBs88PoAsO7TLKwrkbKOCgJPLiNw39cEnlyG9mdFg5R16Bw9tNq6E0ryUcjEigSxqoTdQ2E9E6s5czA/OmvNeiyyIa6PFA/mZm12jOOvR3CkRMbscRLGMy4jOGeV7peOQQSDgJAaWykmpJoi2liNSE5ODh9++CGKouDz+Vi8eDHZ2dm1vn/AgAF8++23VFZWEgwGWbJkSa0yTbIc8W8PPPAAa9eu5f3338dut9OqVSuWLFkCwM8//0xRURGdOnU66DEXL14MwJYtW/j111+bpTRUvYNY1113HYmJiQwZMoShQ4eSkpLC5ZdfftB99u7dy9y5c3nrrbf48MMPeeedd9i2bVv075qmccMNNzBx4kQ+/vhjunXrxksvvVT/T3O0MIXoerkp6lBNyQJGB2RMkKOBLINDoMW1Esu3P4cSrsRprdZNQJCYvq2UreP7UHLXILaO78P0baWEtdjTc6JowvjqupgaceOr6zD7VSr8xbg9Lir8xaj11KoI+tzkLplG4e/f4F75EE93a807gwbzymln66LuxwGyTcTogBZXmVAqIP8TI9r/5WB8YCi7J2Zx21Y3BsmAOxBg1pp1XNWyDdrLa2Ps0Praeqa074jL6yOkHFmtFJ3jk7AaZKsvDyXZhvZ/OUhTT0f7vxw0u4nwC6tj7DP8j1yubBkrrJ3vCRFWwWx2MHjY3OiNusHSIuYhA1Bvuw4q6mGPodM88RoUwrZYmwzbbHgNdS/Ll20C3a6IXVN0u8KEXI/uww1lgwdeH1a7k8HD5mKujxZVZZDgP9bEXJPBf6yBSr2zYHNmv7D7gZlYRz6IZTRE1tRVmVgBPROrWXMwP+ry+lBMCt1GyzV8pNEa30dqmkrI7yZoFxGm3Ih838MYR11J8IC1rO6XjiESjMg3dIkGsoRUE/INXSChcTW9Ro8eTWZmJhdeeCGjRo1i6NChnHXWWbW+v3PnzowdO5bRo0dz1VVXYbPZDinTlJiYyGOPPcajjz7Kjh07ePLJJ1m4cCEjR45k5syZ0Yyt2pg8eTK7du1i5MiRzJs3j7S0tBiNreZCnR8NTpkyhR07dvDHH38wcuTI6PZwOHzQLwpg+fLl5OTkkJycDMA555zDF198wU033QTAxo0bsVqtnHbaaQBMmjSp1nrQpogUsrDj2yDtz5ExWATCPo2dX4VoP8JIq5sEBAU0SePHP99kV8FK+nUbyzODOrDHE8AsGUkxyzgsBiatzo+OmWkz4j9ACNagaHFrxCVF5fmlY7Gb0xjS7RZS7CIWowmHyVKnAJSqBKOd4coL8ihfciMAQ6/4BFFIPNyvR6eJE/YK7PwqSMscI86bTBi0EIRVgpLA7M0lFAUUkmQjz67fhsvrw6IJqHHsMNUg47RaMNZSNqNpKkGfO0b3SkPAHfARVBVkUTqozaqaijtQTlANIYtGHKZERF0P5bjFLNppnXgehapKZqqIiBrRwtDi+8l0OfZGK9NmxCgKCIJIkqMjZw5/I1I6JSbgtFpiAgBOqwVjnDbcsE93yK8QUjWMooDDLCFLYvwxql0bqqaS1i4Tl7dQt+djCFPYgGtdiJa9RSRBBU1kz7ow6Tl1XzgrWhi/rZCOYxMxIBMmiN+4F7PWAgN1G0eWRE5zZnB+23ZRHbjPft9Zq3+ujQOvj7/SnVALK3GvSS2sNGpZh04jEw1iGYD961VBkkEJoalKDdH3xiAYqsR4QCZWWM/EatYczI/+Y8ip+BUFEr04Ly9C0mT8ajleqx2r0ArhAK+iaSqe4m388vk0AhUuTAlOup83B6vYSvdLxzCCKMAJVkzTezZod8JWrVqxdOnSGtu3bNkCgNFoZMaMGTX+np2dHZOR9fjjjwORzoKhUIhPP/0UgBtuuIEOHTrUOn4VAwYMYO3atdHXCxcurLFP1TEOHOOrr77immuuISsriz///JOrr74ah6P5NUmpcxBr+vTp7Nmzh/vuu4/77rsvul2SJDp27HjQfQsKCmjRokX0dXp6OuvXr4++3rVrF2lpadxzzz1s2rSJ9u3bxxyjqRMOC7i3qLir6VcktBSQSz2EXtrfHrb/xFH0HnYBsimJ4vIgT60pjeqzzDq1JQDf76kk02bk4ZxkbLIxeiN0Vaf2iEYDWpwa8RL/HuzmNAb3fID71q7F5V0fLQWsSyaVKMlY7M5oIAsiHeLqUy7Q1Ijob/ir6W+YG72tanOlyn7DlUG6DgkRWrjfZmeP74M7xcxXf/zBmM5dOMFmQyO+VkG5Gmb2wH444jxBqCpZzV0yDV+lC4vdySnnvUC+YOP2lZ/j8lbgtCbwVM55dEhMjdps9fPoF8I89uurfL13DU5LGnP63U7HxNb6jf9xikcxs2C9l4c6gPJyLuGqNtzXZSH0SkfbUBB9r5BiIcFqINNmjPrcJwa3wmGO3GAJgojFkoqqafj9YeYNHswflRW8+ssmSgIBZp7SBUJ70cytY27eI7pDAe78fnfMuCcmyswe2K+GHlHVtaFqKtvK/2DaT0/h8hUdcXvW/WPjIQInnBhAfSEXZZ9NnjAmC7WOwScAT6CU0pCZAr+CxRDAF1ZJx4wxUEqStcWhBwCSZJkJ3Xpx97I9Udt87NReJB3ioWM8NAS8go2gYEYWJEw1bhMPjmCQ4v5mCIYjr7ep237Dsb+cUCImiGWI2JgWDiDI1sadg6YSCHmQD8jECil6V+3mTA0/2iudNhd1hVCYjpLMvM17WV1QzszsEzBoRWiCiQpPCVY5Ebs5OWasoL+cYp+H9LPmovnduHNf4JfPp5E14u0m45d0GgdBFCBJbtJByZYtW7JhwwZGjBiBIAgMGjSIoUOHNuox27dvzwMPPICqqoiiyMyZMxFreVDblBG0eip7VX3g6ni9XqzW2n+oXnzxRQKBALfeeisAixYtIi8vj5kzZwLw8ccfc9999/Gvf/2LXr168cwzz5Cfn18jghiPQCBAXl5efT5Cg9Ol48lsei0QI+7e+/8EjP9aWcM5ilNzKJYlJn/9R1SfBSJZAXOGtEQEAv49OGSRDTs+Jq3FQDJTelLsF3h9YxHTT7Bjff2naJDBcH0W20y70VC5a+2WGqLsz/UbQuHOXQedv9VqISMF1i2dHg0w9B42m70l4PU2v6dZNquV9tZU1Ne+QyvxIKTYEMefxm/eYjze+CnmWVlZR2x+TcFmq1Nlv53PAtPbNW2WqTns0ODe5X+S7wlxWks7D7VLRKsWoDX8LYsiq4anzI0x0YYmigiqSmVBMT6vl3Zt0lj/v8kxgdKu573E1I2/4PJWRLc5rQk8d8o5FO78I+559Izrx227X2FD6TacljRe6HMXRTvzOR45nm0WILNzb0oK/HR6fXUNmzXelE3o+VVR+/SO782/yyoY3iEdoyAhouItyqe0ZL/Aq8VqQ0xrxT0r86s9XHAihXayav1svP4iLhzwd3b/XhTdp0XbDty6oqiGL39mQBqVhS7sLdLRJAlBUagsLMC3z/+ktctk8k+P4/LtH6sh7NlitWJvkVHtmHujx6zir/jHhuJ4sNneJ/YgPHd5DZs0TB3Iuh0b6zRG227d2FWh8sjq/bY4o38mbRJEft+0qU5jHMw2C3/fXufPY7FaEVq04O4fV+LyenFarTzWLwetsLCGbdWGzWqlvSUD9dWfo9ekOOFkfvPtbXSbqzEPfW3QYMgFP5P089/x9p5A0Jgcs9266ytKz3iGkNS4Qayw4uP736bQvsVwEuVuaJrGuj+fpn2LEbRNvvDQAxyDHAs2W92PCu2SMF7QkdC/f9h/3U4YyuQtLor8Ie7IasW0ZStxWi08PiALJT8/6pssViuGzHSmr1wR9V+z+vTAv+xBugx9HGO56aj7JZ0ja7M6xw71bmm3dOlS5s2bh9frRdM0VFWltLSUn376qdZ9MjMzWbNmTfR1YWEh6enp0dctWrSgbdu29OrVC4ARI0YwZcqUes2rZ8+eh6whbSyKPSFaXSyz+4MggVINU7KA2QHhOGmqJV4/rrAUs7CEiD6LURAx+3/DHCrDaGlF7pY3YMsbXD1yBfcsiwS9Snxhbhrfh3RZwmoWuennXygOhHhsQA9STbtiglgubyVGs4W+ndtBOAgGGWwOhDjRVk1TGXjhAny+SiwWO7LFQUpG84rK5ubmkpWVhVbuIzDnU7QSDwBaiQf1te/oMm04QqLlEKMcOY6mzVanyn5NaiBuarVBhXtX/Bm12e/2VPIAcNeUHDz+EMUhlUyHiTSLkQopzM0HZFZ1TUwlUJkfE8ACwGiPCWABuLwVGC2WWs+jbcGP3Dr+UiaURgIAssUU8+NXZQPNlaY+/6ZisxDxmekytbThFtg9sQ8WQaA4FOa531zklXgY0MoGQpCHcpfyVM559GnXLpr1V+wLM/F/O2PE3+9Z5uKhPn7yizcAYLHIMecn3xMi3xNr1/meELLFRvdu3WInnLa/+6bLWxgTwAJq2HN9y2cjWWGV3LJsPS6vH6fVzOxTT6Jrkj0mG7eh/GNTt9UqjrTNhou88W1SU+v8fbkqgzyyeldsI4LV+bwwtE2dxziYbcYbo7bzWez3M+Hr/+Had1Pn8nq5+8eVvDr0TFLroaGhqRrccWpMd8KuYkqd96/LXA85B31t0KB4N5VQ9DO0atOO31yl0TbtPkMRFbuge+cOGJJPaNQ5lHvy+f43yEg/gdbpkePn5cskJdsP2z81Fx/XFGhom63uR41ntY8GsGDfdfvq19w87jT+9uMOzIbIrazL6+OuFbm8MmxQ1DfF81/3/LSRZ/vfitEsY0x2NJhfOlyOJ3s7nj6rTuNR7yjF7NmzmTRpEk6nkwceeIDBgwdzxRVXHHSfgQMHsmLFCkpKSvD5fCxZsiSqfwXQp08fSkpK2Lx5MxAJlPXo0aO+UztqJJkFtGSNTmNMnHyzhU5jTIQNQrSrRhVCioWCUIDyYIBMW2xpQabNiEEIs+u7xzEIBjylO0m0RYRUw6oWXczmlfiZtDqfi3/YwzZVJc9dgcvr5+4VG5nQrU/MmE6rHVkJEvz7BIJPjCL49wloe7ejxWvlqQnIYTvmYBJy2A5aU06+PDgR/Q1P7LYSD1q47sK6xxNV9islSnFtVhGFGkHX7/ZUskPTuGzZnzy4sRhFDaOU+Umo1JjZ5TR6JWfg8lZw+8rPcQd80ZLVGEKVOK0JMZuc1gTkfRoatZ3HNCmi0+a0pCHva0WjaSoBbzEd2qUR8Baj1bO5gU7zw2HSSLDFt1kkcBikfQGsfPJKPGRaZXxKiDSzjam9TuWlX1bjDuwPNoSq+dkq8j0hZDkSfEq0OZHE2FIsoyjE9eXGQ5QnyaIRpyUtZlt1e64qNxz3w32M+GoK4364j23lfxy0aYc7EGT6vgAWgMvrZ/qy9bgDsSK1un9sXFQDcW1SrUeFiqpppJkk5vfP5N1TT2B+/0zSTBL1aZr1V23zQIKKEr0BrMLl9RJU6mcvgiggJJoQU6wIiaajUsKn237DEhV2Fw4Qdpeqygkbv6QvEIo8uDVI+wOqBknWuxM2c1Sp2j2UzRj3uu1sM/OfgV1oLxjo6YhkAh7YvKI2/2VMPhGjxdEk/JKOjs5fo95BLIvFwvnnn8/JJ5+MyWTiwQcf5JtvvjnoPhkZGUydOpWxY8cyatQoRowYwUknncTEiRPZsGEDZrOZF154gRkzZjB8+HBWrVrFXXfd9Vc/0xFHRCDRI/DrwgA/P+fj14UBvEGJ0IQ+Me1hveNPYt5v21i4ZQv39E+PLjCjZSsidD33KdZ9+yA71r7M+ac8EAlkacG4i9Hyai3fXV4/bWxJOK2RDlxOq52nck7H9tHj4N73NNbtIvTGHeBxx4xVvf219siyZt9mNqK/YYvdlmLT69xrQRIkEjwiv/5XQxgT29JYuj6L7WqoFvtTybQZeXpwS2zFfrQ5q0iatZour25ndttB0UBWUFWQLQ6yzp4TDWRZ7E5a2NN4Kue8aCCrKnPLYdp3/FrOY5FSHtUQcpgSo3pbyz8ax/IPLmb5R+OoKNmmB7KOcTyBYtZ6lmH4W6zNGq/LIrRoI9ZHv6fza+t5or2TIc4kZg3siEM28OCar5i7YRmXdzgJpZqN1HbTHwwWk2hzMmrwXKwHdGRzmCWeGNwqxpdX19qqDYcpkTn9bo8GsqrbM4A7UM60H5+KZmu5fEVM+/Ep3IHaG55EutHF3jS6vP4a3eh0/9i4VBpFDBMPaA0/MYtKY92XW2ZRYHbHZDq/9hMpj/9A59d+YnbHZMz1WLH9Vds8EFHQcB4gF+G0WhGF5rc+0G2/YdHUMEAN8fYqTSw11PhBrOC+IJYk7c8CkkSZ8BEIoOk0HpWysN+PekJxr1tjoZekx5ZhfvZHZp/YjZ6O5BoNVGRJiuu/TEZTvZpT6OjoND3qXU5oMpkIBoO0adOGTZs2kZ2djVCHDngjR46M6WoI8PLLL0f/3bt3b9577736TqdJEK5U2fROKKqJFSjV+O3tMD3GJ6BNzabC5yPBYmH2po3kuUsBeDFvHTOye9LCYuWPSg9Prv2FkkCQJwb2pOeQB/n1x+f4ffULnH/ybViVYh47tWWMQOuM7AxeWL85Ogen1YzVYOCfpw+PdnpLDlQS3vht7GTdLgjHZhvU1v7aOK0/YrK1+Tl6uxl54jCCLy+N1s/LE4eBvfm1Dz0ShLwam9+JaLqFKo20uyIHk01DTBTZRZAFv+zgnv4nMmt1QTWB4JYIgsIzp7eEigrkV/Ni7Mf22kamTDiF+7d8hyxKCIJIQkpHBl64IKY7YQcE/jnkkvjdCeOcR8N1Q2mVIrIg4+FoeVXAWxwVjAfwVbrIXTKNgRcuwGRNre1jx1DVOVFRgghCpAO4GkYAACAASURBVGOdIEjIlvp14dI5coS0MB/vWEiXrAHYbslGrATJLBD6cGNU1F0r8WF9bR0PTcthBx6eXPc9ee69ADzy09fMH3Qhihom7C/Dqqk8MegE7vzhz/0i7YNOINOURPsz38AapyObKAh0SDLx8pntYroTHrKZhiDSMbE1L/S5C9liQhYNMeWCQTUUt9wwuO+mMR6RjojmmECW02qu2Y1O94+NiilsYOsyjZZX5CCbNQJ+gd+WCbQ9v+7LrYSQgvraTzE+1fzaT4i3DajzGH/VNg9EEILcm9WbR3PXRTVl7s3qjSCEDr1zU0O3/QZFC+/L8hRjbTuaiXUEgliBUCRDx1gtE0uSZEKqHsRqzsjV/CiJYBw/lNBrX0evW+OVgwl99CtQ9Tu/ntuu64EhyRzTXMhhMvHkgEHcseKHqP96csAgHCb9mtfRae7UO4g1bNgwrr/+ep544glGjx5Nbm5us2zL2JCoihAj6g6RQJa3QqBSEpm59Vvu7HMal3Rqy5ayclxeHyWBAKkWI1O+WxNz03Hn8jye7m2n8ymT2brmBdYvuQOL3cmAi97i78NaE1YUJML4wj5K9pWJVGmfOMxyrPZJyAsO5/5MLIi8NsRmG9TW/jpQWURYDZKQ0rFZ3cgLogBOB6Zpw/UORHVADRO134o9GhvejWxvOVGhUlYY3bkN72zdwZQ+rUgxySSbjNiMsMFdzBtb1vB45yFx7aeVbI/NrBLEGkElAUg1xxd+re08ph1wHlUlWENvy1fpQlViy6hqI17nxF6n3c/OvLfpfMqkZmf/xwsm0cwV3e9mj6+IDmJL1r4eIGuMBtW6EkLEFiVFY+z378Zsd3krcAfLETUvvyy+Dl+lixZthzL/9AdQRRNGUdx3039wYWJREEi11PunFFEQKdqZH1cXoqrc8EDhd1ms/TgOk8zsU0+KlhRGfxdMsSWQun9sXARVoGSLSkm0G7YGaLQ7t+7fr6ioKHF8qqjUL7v0r9pm7Bgi/965iFtOPotEYyLloXL+vXMR95w04bDGPRrott/AVHUnlA4IYkUzsRpfHLsqE8to2F/Ca5BMeiZWM0c8wI8mtLTQ7rJzsWeAgkLotQ1oO8ui79dKfHSy2xGTrDH3QZFgfhKvDj2TkKpgFCUcJlO9g/k6OtXZvXs3Y8eOZenSpTHbu3TpwpYtW+Lus2HDBt5++20effRRxowZw0033UR2dnaDzWnixIk88sgj5OXlkZeXxy233NJgYzdV6r26ufTSS7ngggvIyMjg73//Oz/++CMjRoxojLk1G0RBxZQcG8gyJQt4/BpLl2k8ffEF+EUvr2xazi0ndyfRaKY85McTCsYt/zAm9mTHypm0730Nm1Y8TdbZczCZ7Dh8bpZ/Og5fpYuk9F48efJkDJZW2G1ppFitNZ2yzYFx7JOREkK3CxxOjGOfBFts0LG29tc+fwHrfphZr4yWpoIgCpBoadJtVZsKqqjEtd8WdhOyJHL/qo2M6dqWRFmkJOjj2fWbmZndg7kbvsPlrcAsm+LaT6LFhiPx8BYLdTmPVXpb1QNZFrsTUapbK/mgz10jk2vDdzPpNuC2emd06Rw5whh5YO2HpJoSeKH3JEzJAkE/mOLYoioJOK0JNTph7vUXYQkbo+e+8PevqSzeHDnnlqN3zqvKDatKCg8sN4xHZLFu55UzTiGkqBglEYdJjnv96f6xERGJ60/rI96giFpcn6qIWv0XbYeJXdOY0O5s7lz/UtQWnzjpeuz1a2zdZNBtv+HQ1H3ZeAeWE1ZlYgUbX5cqEIr4dKOhWiaWKBNS9CBWs+YAP1qxR2PrlyI9xptQwuUYy2MfUkZ+58Wom61vYxQdncamV69e0QZ2jUFVdVtGRgZnnHFGox2nKVHvK/rqq6/mhBMi3Ua6d+/OuHHjSE09vm/wJGOQbhdEAgEQcbztRplYsTZEeYXGXm85T234iAlds5i74Tsm/fA+czd8R5JswmmNTWl1Ws384QlgPWkKCWndGXjhgmgmSHVdobKCDfyx/CFSpACpVkstNyoiQkYH5BtfRb7zI+QbX0XI6FCzO6FdRv7bKTEaHozrwOaNf69XRotO88Rj9OG8OBxjv60v0SgUSthZmU+JP8hdyzdw4zdruWv5Bkr8QRRNZVa/M3BaEygRQBkXqwGjjMsiaDQekadd8fS2ss6eg2ypW4ZobZlcRlOibv9NmJCq4PK5ySvdhYcg7UaZ2LNeqKHr5h/fm3JZY3b2uTH6azP6DmLxH1+h+Ipjxm0K57yq3HDBoIf55IznWDDoYTomtj7kIlwUBFLNJjJtFlLN+tPmo0FI1Gg3ylRjPRAS6x70CVkEpOv7HqBP2JeQ5WiIoftxr3iKZzpfxrv97+aZzpfhXvHUERHt1mnaaEqVJtYBoVVDVTnhkQhi7cvEkvZnzBokXROruXMwP/rMrkX4ru1aQ3P4/o0b2F5WTlhV6t0YRefYRFM1tPIAaokXrTxwRLSeFUXhscce46KLLuKCCy7g9ddfB2DVqlWMGTOmxvvnz5/P+eefz8iRI3n88cdRFIXdu3czatQo7rjjDkaMGMG4ceMoLY3IEX322Wece+65XHzxxdx7771RDfFhw4axe/duPvjgg+i2zz//nMsvv5wLLriAc889l7Vr1wIwZswYZs+ezejRoznrrLP49tuI9FB+fj5XX301I0eO5LbbbotpwtcUqfdDvZYtW7J27VpOPvlkxAODIccpotWKxV5Ej/GpeCvA49f4anWQ/AKVxAQBd6iCb/duBOD5AecgikbMBhNJsqVG+cc9p3Rlft4vlAQCvDwkh7R9Qu1ArbpCByt1EkQREg4eZBREAU5IwDitP4HKInz+AjbnPUBp4YZ6ZbToNE9EQeCZP//DFRefxgmGBErCFey1wIyVb9MvrSPPDRlOiT9IiT/IZzv/5LJOrXh+/S9c0snBHSf3JclkZumWMH3H5GCTNTxBgbVbBIY5j8wNV/XrwuerxGKx10vLqrZMrlCgXLf/JoxsMOK0OHD53BhEiWUbg5zUz4jHbsR680CUoIJgFvhT9PLqhve59+SLeeHUERQHyigJlvLvHR8wqcsluFc9FzNuUznnoiCSak4+2tPQqSeaoLFyY4iTRshYTAK+gMbKjUEGD6n7cqtShUd2beXKa7uRapApDgd5a9dWbk3tgf3QuzcooiQT8haz9b9To9uayjWic3SpvTthRLJCPSKZWJUIgoQoGoFIkEISZYIhz8F31GnS1OpHTzOwqjiPK9sM5YRb+lDm1ygIBZj32yby3KVsKStn/ukD4jZGWTDoYf039TiiqmlZleazkGJB/tspcEJCg5SQFxQUcOGFF9bYvmjRIgD+85//EAwGmTBhAj179ow7xrfffsvSpUt5//33MRqN3Hzzzbz99tsMGTKEzZs3M2vWLLp3787NN9/M4sWLGT58OLNmzeL999+nRYsWTJkyBbs9/qpAVVXefvtt5s+fT0pKCu+99x4vvfQS8+fPByAUCvHOO++wdOlSnn32WYYMGcKjjz7Keeedx1VXXcWXX37JJ598ctjfU2NS7yDW9u3bufLKKzEYDMiyjKZpCIIQje4djwiiiJiWhj/gJSyb+eqrIOUVGokJAuedJ/PK7jUAfLt3I7f1Go7Tmhy9we6QZOfF0/vyp9dHeTDI/Lxf2LhP/D0cJ1GuSldI1VQ8ATde714MkozN5DisVFlBFBCTrfiDXtb9MDOqDVSfjBad5onDZOP6bmdy26o3cPncOC0OnhtwLammBM5rdRo3f7OZfG+QTKvMowM78sG27Xzn2ssVXTK4ccX9fHHmi+RkJ7D40wDlFZCYACOHy1itRy5roOq6yNu0k6ystvXatyqTK54mlm7/TReHyc5T/cdw++qFBKQQPftIfPXlft875CwDklHlve3f8O3ejdyujuQEWxIWg0C6xc5Jjgkky3Y8WX+jsniL7vN0GoSw5OeUfhY+/zx2HaBIPsB4yP0BFFXlG9devnHtjdl+c+/ujTDjgxPPP+rXiA4AShBEAwcmfFZpYh2JbL1AqBLZaEMQoKrC1SDp5YTNndr8aNjg49Wce9m1/EmE3jdw5cpNMfu5vD7Cqlbvxig6xyC1NC0z3XEqJJoOsfOhSU9P56OPPorZ1qVLF1asWMGmTZtYuXIlAF6vly1bttCxY8caY6xcuZLhw4djsUSyCi+55BI+/PBDhgwZQmpqKt27R37zO3XqRFlZGWvWrKFPnz5kZGQAMGrUKP73v//FnZ8oirzwwgssXbqUHTt2sHr16pjko8GDB0fHrsryWrZsGY899hgAZ511FomJtUtYNAXqHcR68803a/3b6tWr6d+//2FNqLmiqApBVWTulu1cPNRJsmwkrKl4Q0Gmtr6AyW3Po8IYQMRMvjeALIrY8KGFfRjEBBZt3caVJ7RmZufueFFRTDJmxYTHo2K1CmiAO+Db18VNRAkW8eoPN+L2unBYnYwbOJfMpI6HF8gSRPaWUK9ML53mjyiItDQl8dKg61FUDYtowhI0Mb/nJLZX+uifnsjwtCRSjQbKK0Kc3641uUVFlAXLcVrS0LQwqSkw+lIzGhqaKqBp4PVqWK3UqXvp0aR6Jlf17oS9Bt+r238TRlUUnOYU3s2+HWMgDEaVq0eKFAO7KoM89ssOiv1B7urXnx+LtiGLhrjZTfXNbtXRORhhVWKTx824kQkIioomiXxb5qa7zXbonfdhEEWcVgsu7/5MFqfVguEoCJD/lQxwneMDTQnVEHWH6t0JGz8TKxisxGSw7Y9gEelOGFYCjX5sncbjYH40w5ZO8qB7KNdknNadcf1kfRuj6Bx71Na0TAsrjaqJqCgKd9xxB2effTYAJSUl2Gw2fv755xrvVdWaJa7hcCTYaqrWZVMQBDRNQxTFuPvEw+PxRHXM+/XrR5cuXWJiOFXjV79HkyQJrRnpXdZ7FdKyZcu4/wHR6N3xRjgcYm/FNsKqyneuUm5duYmn8n4jzW9AehXyZ4Uof0EgrTyRZ376lYs+W851S9fwW7mHtUvvpmDDqzzcpjOd/7mJlMdX0vqlDbSpgC++CPDOe36KilV2V5Zx7bfvc+F/F3Lttx/gCijYzWkAuL0uFiyfiifgPuzP4vX6MFlTsSQ4MVlT9YXqcUAoHGSX3831P7zEa1u/xlJiomBeiN2P+En5UuKOzDQ6v7aelMeXceIrP9MzYODRnF4s3r2Eh3tfx2c/zWJv+XbMFg2fD979wM8/3/BFbbc5OMSqTC5rghOLPROzLV23/yZMOByiOOBFLjMi7fUQmruc4INfo85dTponwNL8QjaWVEYyCC2pzMu5FocpfhCh6tzrPk+nIbAgMkQyEZq7nMCDXxOau5whkglLPZZbqWYzjw3IwmmNPJ11Wi08NiCLVPPRaQuvXyM68dCUMMQrKxUNIAhooSOTiWU0WlE1jcrQ/nJCPYjVvDmYH63yR6lWO7MH9ovxk7MH9iPVbGZOv9txWiL3SHVpjKJz7FHVtCxmW4ol0pW2EcnJyWHRokWEQiE8Hg9XXnll3ABW1Xs//fRT/H4/4XCY999/n5ycnFrH7tu3Lxs2bKCgoABN0/jss89qTRTYuXMngiAwadIksrOz+fLLL1EU5aBzHzBgAIsXLwYipY7l5eV1/NRHhwYNSzeHm9XGwBMo4o0VtzN+yLtkWmXyvUEmd2iNb6FC2B35TsJujcJ/Bhk9pg3fuIpwef3cu2Ync/vdQboxA2Xe2piUR/H1XAaPyeHdJRqLPw2Qc67K1F6DSDSaKA8F+Ne2Tfxfl0m8vWIyEAlkhXUBap2/QHHQw/TV/8LlczO57XkUvBCK2m1Sf43wy7kxtqm+lMuJU7O4ulU/ftgwhz9KNuAq28Lk0/7D4k/DlFdE9i2viNju6EvN2GxNOxtLp3lRHKzAHkxAKw6i/DvWPpWXcpk8JZuPdxaRaZXZ7S2jY6INURBRNQ13wL8vo1XCYTLr4uc6DYo9AKGXY0sYQi+vwT51INQxGcsgSnRMSmT+6QMIqxoGUSDVbMYgNu7iW0enXiihmqLuRJ7sC5KMekSCWBXIBjuP5BWzqSzIPT1TI8LuehCrWVMXPxrpyJvIK8MGVevIG2loUtUYJaiGkUWD3p3weGRf07Iamlj2xtVzvOKKK/j999+56KKLCIfDXHzxxWRnZ7Nq1aoa7x06dCibNm3ikksuIRwOM2jQIK6++mry8/Pjjp2SksKMGTO49tprkWWZVq1a1Vry17VrV7p168Z5552HIAgMGjSI3Nzcg8793nvv5c4772TRokV07dr12CsnPBhNvWyosVBUBbfXBQS5p39LZq3eQ4rRSNAdm/IXdmt0tiXQ05FInrscl9ePaG9DeUWApDgpjzZ5fzCghSmBu1cuxeWtxGm1M6PvAJIMoej7HVYnBl1oVecvEFZVXL5IFp9JMxJ277crg1VDiWObXk8hb6+6NbrN7XWhKkI0gFVFeYWGojeE0WlgQqqKqIpIcnz7NAGZVpn7s9vxXN5SHul/Jqqmsb3cze0r9vvRpwYMo0OiQw9k6TQYgqLGLWEQ6ukIDaJEhrXuJYg6OkeaaDlhvAfYkgzhxg8k+YMVVBg6saE08hD3gz88XJogo2kKihpCEuumQ6fTtKirH4105K2Zoao3RtGpalpmuuPUSAmhQQK73CCi7q1atWLp0qU1tm/ZsgWAGTNm1PhbdnY22dnZACxcuDC6/cYbb+TGG2886Pg333wzAG63m82bN/Pxxx8jiiKPPPIIbdu2RVVVPB4PVquViy++mIsvvhiAOXPmxIxbNa/qx69+rP/+97/MmDGDjh07snHjRrZu3VrHb+TooBcINwCSKOGwOtEEjbd/+4IpfQeSZBZxO7RoRguAwSFAETzaoRf3bt9AcSDIH94K7EGF5BRLjMMWUix4ggIQETTc5SnD5Y20EnZ5K3l3+xZmdh7Enf0+xquVY3bYsZl0oVWd+mMQxWiXt4AQwuAQ9mcQegXEOLYZFmJTUh1WJ4IY6cZZPZCVmCAg6Q+/dBoYoyiiiioEBYQ49ilIIrdnOVE0L8VBLybJgDvgjwawIOJHb1+xlH+ePpxUs6W2Q+no1AtNEuPapKY7Qp1jDE0JQi1BIkEyooUaP4gVCFXyu+BEAPqnWVhT7ENJjPjzcNiPJOtBrOaI7kd1GgJBFCDR1KgaWEeS5ORkysvLGTFiBJIk0aNHD0aNGsWwYcPo168fKSkphzV+27ZtmTZtGqIoYjKZePjhhxto5o2DHsRqAGymNMYOeIrSss1c13UY01f/izRTAk+MHYf3DZGwW8PgEEi/wkTxZ0GUco2p13TGYNd4Yt0yBGD2+H7YXsuLpjyq12TxfW4kCDD8fJm7876OHq+XowV3puWgPhzCXJSMJc2BaZoZIUHgmLlSdY4YqbKN2f2vZvrqf/HC759z24RRFLwaJOzW8O4QcUw8JZrWLaRYMF6XRVKiCYfVGW0scPkpD/HfzbM546yb+OpLU7SbzMjhpiPapVDn+CBVTqBY85KUbsN4XRahV3Jj7LNADTN1xRe8PORcnsw5D4fJyl6fJxrAqsLlrSSoHlwjQEenPoRkA8YDfebEUwjJBvRiQJ1jCU0JxxV2BxAMxiPTnTBYwV4xmVZWI10TjKwq8rE7GMnACSl+TCQ0+hx0Gh7dj+ro1EQQhLhZXt98802DjD9kyBCGDBnSIGMdCXRNrAbAYDCSkdARu1yEJNl5adDfUDQVQVBpeZOVcImG4tUo/ixI4PdIKmxHmx2PxUdxwIfLW8l0fmTKtSeRIVtItdlQDDLnnhPJYtGMQYoD+59GTGl7CpZ5GlpR5PvWijQCc/yYH7QgJOsBA536YTTIdLSn8/KgvxFWVbxigKTJEl5/iGSTmdAbKoZROQh2Da1SIPQ+GMfK3DTsDYJhP4UVO/g87zl2lWygoHwbZ595JxkJnTFIIlarcNyWGes0HgaDkVSsCH6B0PvGGvbZYqyJF7NH0NJqJcVsQRQEZFHCabXHBLKcVjuyrjOk04AY/SKh9wyxNvkeGMeKYD/as9PRaUCUEIJkBGqu/QVJRg03rk6rqoYJhj0Uhqx0dZhoaZWQBNgRsJOKwLd7CumebuXERL0st7mh+1EdHZ1D0aBBrKpaz+MRSZRIVG0EKirJtNnAloQgioTDKnvfCtQoK5SMAslmG08NGMbtK5aywV3I/YFVPHfqWZQGZBZ/FIjJZnnu1LO4edmXuLyVZBit0QBWFVqRBuEj/al1jhWMBplMg0xubi59+vblD6WcItVLWtiMslZFWVv1zojdGa8GuymFUiWffy6bEh1nl3sDr6y4mrvP+xSbzXnkP4jOcYPBYERV1Lj2Kf6fwLr/WWkz3ISwTy7DYTJH/W11TSyH6eh0fNM5RlG1Wnzm8fmQT+fYRVNCkU6E8ZAaPxMrEPIQwkSpYiTdbMAoCrQwSfwZMOEWBvL+Ty4shgI+OH8gDpOuGdus0P2ojo7OIah3cXFhYSHXX38955xzDkVFRUyYMIGCggIA7r777gafYHNAU1W0fBfBeU/DU7MIznsaLd+FpqpIdgHnBFNED4tIAMs5wYRkFyKdNRId/PP04Xx07qURbRYxgcWfBmp0eEsVE3j5tLN547TB2EwaQlpsdouQJujFoToNgigItLYn0j7BgSALcW2t1KtSWakhKC24bsC/aOPoFf273mRA50igqSoIobj2WeZVo77T690X2Irjb3VRd52GRjMQ1yY1/fdZ5xhDU0O1lxMeAWH3QKiCcloA0MIcuZ3JtEjs8RvYJgxGFsEXVvji9/idvnSaLrof1dHRORT1DmI99NBDnHnmmZhMJpKSkujatWvc+szjCk8lwf9+RvklV+Ke/iDuW+6gIElmr78ERVPwWDXkq2Qct5qRr5LxWLWodlWks4YFp9VOqtmColBrh7c0i51Eg8IHvz5EeLI/6uCFNCGiiZWo34zp/DVUTaPYHyStfSeK/ZESgCSTjNfkQb7VHGNrTDbx5eogFRUar78R4If/tWNkt2do4+iFw+pk3MC5epMBncbHU0lw80rkqaYa9vlVbsSGyys0giEo9Lkp9pcCWoy/1QNYOg1NwKDB5Jo2GTDoGQQ6xxhKCKGWTCxBMqI1dhArWEGlEBEyTjJGbmcyzAY8ioRHSOWS1hJOq5nv9hQ26jx0Gh7dj+ro6ByKese09+zZw+WXX85bb72F0WjkjjvuYOTIkY0xt2aDqmr8cfaFTP9pD/nebWRaZe7p7+TfO9/knq438vHHWo2ObaMvNWOz1byBkiRq7fAmCiKZSR25OOseNEXDeL8RSTWAAYREoUHahuocf6iaxvYyL9N/2Eq+N0imVWb2oM4YpXJuWjWLx3reTovJLTFLAp6gxvc/BfH6wOvbny341Zcmxlz8EqKxEpvJgSjoHWR0GhcF2NmjD69v3M6VNzvpbLNRWqHxzU9B8gsitpmYIFBaqpJvKODRzc8zp9/tdExsrdunTqOhCgLfbA3Sd5IJmxzxmWu3hjg9U89O1Tm20MIhBJM17t8Eg4zqK23U4wdClXiJiLgnGgU0DTLNEuyT/m5t9tPFkcKK/GLCqopB1P1+c0H3ozo6Ooei3kEsQRBQVTX6urKyMub18UipJDP9p9/I9wbpmWJncofWtAjJzOgwCU84QHlFbIvf8goNRYGAtxhVU/FgIYSILIkkW2RGDjdFSwoP7PAmCiIJ5tTIQLpWpU4D4A6EogEsgDSzTLBMo5W9BW/2nc2fFOG1+/hsiRS1yTOHmVi+cr9oa3mFhoBxv23uQ9NUgj43qhJElGRkiwNBDyDoNADFooHXN/7BFa2cJBuN/B7yk5pqwruvB0Z1Oz35tGRcviKm/fgUCwY9TKo5+ehOXueYRUWj90ky/10aiPGXahzx64OhqRpKpYYWBsEAkl1/UKXTtNDUEOLRzMQKVeAVkkk0RMpKFCLlhCBi0HzYhCBtE6x8s6eQnRVeOibpiuDNhYbyowdD97E6h0NlZSVPP/00P/74I5IkkZiYyF133UVlZSXPP/88CxcuPOJzevbZZ+nZsydnnHHGET/20aDeQayzzz6b22+/nYqKCt5++23effddzjvvvEPut3jxYl588UXC4TDjxo3jqquuivu+b775hpkzZ7J06dL6Tu2oERTEaADrkQ4d8S1U8LkVQg6BtPFWOpyosH3H/kBfYoIAmp/1P8zCetIUZqxdh8vrw2m1MHtgP9qnJDD6UjOKCpJInTu8qZqKJ+AmrAQxSLKeEaNTJ0KKFg1gRW14gcIedwCDQyBtbAsqHF4uuMhAka+CZDmB1cuD5O89wKaFMG5PcdT2BKCiZBu5S6bhq3RhsTvJOnsOCSkd9UCWzmEjIDC1VTt8CxWCbhWTQ8ByrcA5Z8lomoDfr7F8ZRCvV8MdimQEuHxFBFW9A4ZO46ECP68PctogGbM5Yoc/rw8y+DTjIfetQlM1gvkqrlciTWEMDgHndSbkTFG/ydJpMhxc2F1Ga+TuhP5gBR6SSTVJqFpkPWKWREREjHgJKiHaJEee9m4uKdeDWM2IhvCjB0P3sTqHg6qqTJw4kezsbD788EMMBgMrV65k4sSJPPDAA0dtXrfccstRO/bRoN5BrEmTJvHhhx+iqirLly9n9OjRXHbZZQfdZ+/evcydO5cPPvgAWZa54ooryM7OpmPHjjHvKyoq4oknnqjvlI46siSQaZWZ3KE1voVKtBNh2K1R9FqYM28yUVhULbPqfJmtK+/C0XU0d6z9Fde+1AGX18f05T/yyrBBpNrq1zFL1VTyy7axYPlU3F5XVJsoM6mjHsjSOSjGffab7w3GtWHPGyq+awREh5fbNzxCqsnBjD7TKCqSozY9/HwD/1l3NxtdX0dtL8XUIhrAAvBVushdMo2BFy7AZE092JR0dA5JQsjI3oXBGFst/GeA9Mkm3v5kv78dfFaQzVboDgAAIABJREFUR7a/CYDTkoZc202Xjk4DoEhhevQR+fbLYNQGh5wloUhh6rrkUiq16M0VRGzb9UqAVreaMejalzpNBE0JIUjxgwpHMhOrjVlG25ehE1Y1VARUQURR/GSYTYgC/FZe2ahz0WlYGsKPHnR83cceF2iqBpV+tLCCYJDAbm6QIOWqVatwuVxMmTIFcV+Zck5ODo899hgej4eSkhImTpzIrl27OPHEE5k3bx6yLPP+++/z2muvIQgCPXr04L777sNmszFo0CDOOecccnNzkSSJZ555htatW7Nq1SoeeeQRJEni5JNPZvv27SxcuJC8vDzuu+8+AAYPHswnn3zC0qVLueuuu+jfvz/9+/fnpptuolOnTmzatInU1FSeffZZkpOT+eyzz5g3bx5Wq5Vu3bqhKAqPP/74YX8nR4N6RzemT5/OqFGjeOaZZ5g3bx6XX375IbOEli9fTk5ODsnJyVitVs455xy++OKLGu+bMWMGN910U32ndNRJNkrMHtiRFrIcdYhVhN0aBiIaWNeOszD6UjMJ1lKCviJa2jvzfK8+vJR1Cj0dkfIWl9dHSFEJeIvxVbgIeIvRtEOXa3oC7mgAC8DtdbFg+VQ8AXeDfU5N1dDKA6glXrTyQMQ56DR7HCYjswd1JtMqk2I0xtiwqY1A+ijobJbJDFt4ZcD9TOx8Ef/e+w69z3IxZoyR0ZcaILCDEW1u4Mas+SSa0liwfCoB1R8NYFXhq3ShKo37dFbn2EdRwqBocW1VVv1cPRKuujLIBRcJzN/9T/JKf8VpSWNOv9txmBJjxtL9mk5DomoKgiXEZefDDaPhsvNBsIRQNaXOY2hh4q4l6jFEg6JfIzpxCQcP0p2w8YNY/kAFXhJxyPsDacUBDRAIYCIY9iOJAmlmE7sqvI06F52GJZ4fNdvCJAbUBvFDTc3H6jQ8mqqhudwE5nxK4MH3Ccz5FM3lbpDfr19++YWuXbtGA1hVDBkyhNTUVP7880/uv/9+Pv/8c4qKili+fDlbtmxh/vz5LFy4kMWLF2OxWHj++ecBKCwsZMCAAXz44Yf069ePN998k1AoxPTp03nyySej2V5VTJ8+nWnTpvGf//wHWY6vE7d582bGjx/PJ598QmJiIosXL6akpIRZs2axYMEC3nvvPcrKyg77uzia1DucvWnTJjRNq1N5WxUFBQW0aNEi+jo9PZ3169fHvOeNN96ge/fu9O7du75TOuqIXg+tP3oHbdQ17HWoMY7R4BBQRAWbbf+PbMBroG+vh+GZtaSU+EhNsfD0tb0plFXsmkRKUGPD6lns3fVNnUqwNFXD5LVzfY9/UB4u4tOdc9nl3oDb6yLcQAEDTdXQ/qwg+I81aCU+hBQL8t9OgRMS9NTbZo4oCHRIsjJ/WFcsfhFPD0jqr2FwgKSGCL2SS3jfObdM6MaHBUu5rsslZJgcJBolNFcF0j/2oJX4sKVYGDt+Jm/suB9FU7HYnTGBLIvdiSjpwpw6h4fbX0a+txS7w4mUAC3OlzGavYReWUNon60mT+xNKC3IPSddy+3qWGTRgMOUGJOZqvs1nYZGEiCjPIj0ys+oJT6MKRYyrjsZfwtTnccQDJG1w4FrCUFqjBkfHP0a0amNg5UTCgYZNPWg2VqHi9tfgSq0wm7cf2EU+KuuGYGSgEYHIMNq5o9KX6PMQadxqOFHe6WTeX4nQi+vJVAPPxTJxAlWy8SREUShSflYnUai0k/w5aVoJR4AtBIPwZeXYpo2HBIthzW0KIqYTLX/pnft2pXWrVsD0KFDB9xuN7t372bo0KE4HJHu7aNHj+buu++O7jN48GAAOnXqxJo1a9i6dSupqal07doVgEsvvZRHH32UkpISioqKou+/7LLL+OCDD2rMITU1le7du0fHLCsrY82aNfTp04eMjAwARo0axf/+97/D+i6OJvUOYqWnpzN8+HB69+6NzbZfWXzGjBm17qOqakzQ68Ag2NatW1myZAmvv/46+fn59Z0SAHl5eX9pv4agR8sTYON6Ki8tI2GcmYoFImG3hrWHSMqFRlCgzFWBq3QPHq+Hri3bI73+K1pJ5EdVK/Fh+uc6Thzdk+CLK1BTLPQYN4WAr5jSwg3kLpnGSWe+wM5dRTWObbPaONF0Isq8MOaiZCxpDsZOnsMbTKMiUITfFyR3c269Pk9ubs33d3a2w/iPdTFzDv5jDaEberPVtbPe31ljEW/udSErK6uBZ3JojqbNHojFaiW5dToeg0b6OTKhl9YgXdKd0Pu/xNrpq5v4298uYOqPT/PygPuweAX4x9qY9xhf284F100lFFTpPWw265ZOj2pi9R42m99+34vXu7PRPstftYGmQl3nfzzbrLNzS57auYAXb7wPuVxEqwgQ+teaGDtUXl6HeUo2ZQYPQSFEUAmwd4cLn3f/E/mm4Neas73Wd+7Hg8326tAV9ZWfY2xKeuVnEm7LJndT3b4vm9VGm2vaU/B6OKrXkn6NgW17tuL51dNoc493Pru2bI/0j59qXCPK5D5s3vNbo83lUByp6+Z4sNm/SmrQT3mlhz+3bgUia/kqTCVlWIB1a9egiI3z4Oq3/HygG+HKcv6oqABgu9eKgAUNjd/LAiRt3YLRH2CPN0zu2rWg1S8Lozn652PBZg/0o8ac1oReXluv32qb1Up7Swbqqz9HA/DihJP5zbcXEGg97kQKFyhRH9tinNToPvZQNEd7+6tU/6yNYbNaWIkGsKLbSjyRgOZhjt2zZ0/eeuutGvGMOXPmMHDgwJisKUEQ0DStRhM8TdMIh/drtFYFxareL0lS3MZ5BwbPjMb4Dwmqv69qTFEUj6lmfPUOYvXp04c+ffrUa5/MzEzWrFkTfV1YWEh6enr09RdffEFhYSGXXHIJoVCIgoICrrzySt566606H6Nnz54HjYo2JlpFOUFHCoqoUZBQjHaNSKo5kcSAlfwXg/scpMSJ13VC7iKilfoIlMQ+FdJKfGCSov8WFmyn69gbWfnNDfgqXVjNctyLXC1V8T/oQyuK/DBrRRqGF8xceOudSMkGMpJa40xrW+fPkpubG/84Jd64c7aZLUflBzMetc29qXI0bbY6qqayrXwvc/M+5dH2lxB6aVXEHm3G6IKhCq3ER2s5IyKQrYXxBSowx3lPpq09ksOOAAy8cEFMd8KUjMbTaGtuNnAgTX3+TcVmizzF9EnpilEVCczzY7qBuLaqlQdwG4sZs25mtJywT2KXaDbW0fZrTf18H4zmMvcjbbNqYXybMoSEOn9fqqayu2IvleO9JIh2KtRKxCQrnVt3bjSNy1p/+4s8cT+PxWA6aue/udjeX6Wp+NlDsesrlQRHKid07szWrVvp3Llz9G9e/qRyN/Tq3hnJ1jgamF8XvQdByExN5gRzEgDLdwZJ1aA4oFIh2encuQuFriLWbt2Fs0s3nFYzz21Yz6bSEqae1IfOybV3qj3W7awhaWibreFHa1mPHuy3WisPEHhyWUzgS331Z7rccSpCoglN1Wh1a6SEUJAi3Qm7il0b7DPUl+PJ3o7EZxUMEkKKLSaQJaTYIhl5h8kpp5xCamoqzz//PDfeeCOSJPH999/zwQcfRDOnDqR///688cYb3HjjjSQnJ7No0SKys7NrPUb79u0pLy9ny5YtdOnShcWLFwNgs9lo3749X331FWeccUZ0e13o27cvM2fOjFbIffbZZ83it6Y26h3E+iuaVQMHDuS5556jpKQEi8XCkiVLePjhh6N/nzJlClOmTAFg9+7djB07tl4BrKOOzY5x/PVogsRda/6Ny+fmpZNvILDAWFM08GYDIgpCiiXGIQspFvCEoq+1Eh8muQ1wiBKsMNEAVnTfIg2nrTNikthgC96IM6g554ZwBjpHF3fAw22rFvBQlyugslowwBOKb6eCgNOS9v/s3XlgHVXZ+PHvmZk7d7/JzX7bNN1CW+gGLWuBgggoQl8QqyBKyyIgICib+ioqbi8igiguLMom+rqw/GR5FVA2oayl0Bbolu7tzX6Tuy8zc35/3CRtaNImbdL1fP6B3KZz56ZPnjnzzDnPYUOqiamu2j6/RzfNnthTTdyVoRb2lHDJyLk4rcV8J5Na37GayBOq8AHFnQmvfetnPHjcDyn3FG9cVF5ThpzWTyxqA78Wx3Jxrnjzf4hmtsy+jngresXubqOJfj7P7j0NZe8ipQQ7j+hvOWHXEkJZGL6+WLF8sYGR3xDQ1di9JSup9rrI5WO0FIo3Z1Xe4n/XJ9K819bMH1cuB+C/X1/AX079JMYgfjeV3eSjebSf8ej2rtXFmTh9PNzqmokjNKGauO/PAh7MS07qWVIoyvyYl5wEgcFtnNYXIQS/+c1vuPnmmznjjDMwDINwOMw999xDomtW6EdNmjSJyy67jPPPP59CocDkyZP5/ve/3+97mKbJT3/6U77xjW+gaRpjx47F4yme+y233MKNN97InXfeyfjx4wd83mVlZdx4441cdNFFmKZJbW0toVBox39xLzXoItacOXP6fH17lcDq6mquueYa5s2bR6FQYO7cuUybNo1LLrmEq6++mqlTpw72NPYqQtOgJoKdaSeaKTZSL9eDFPpoGuh0tGP/37dxzfs+hYdW9ExxdZ0/jcLfl285ZpmXXL69pyeWy1NKKuVg26Dr4POJ4hRGA0SF6FXIEhUCzTV0BSwAAibmZYdv2xcjoPob7evyjkU0E6NcD2J1CrSugULhuQZcX5xG4eHFW+L0izNZb3Xw3emX8etlf+HGyedTeeF4PPc39IoLEdi5yr6UknRabhvnirIVXTfQbAsrKREVgsITEvPimRR+v3CrWJ1G4YU1tJ62ZcASzbSSd7ZM31Z5TRlqjjBwfXEmhYcX9sqbjjAGXPfJO4VeBSzoI3Z3F5deHJ/8YXGv8QouVeg9oHXHYr9FrGIOHc7m7p1dz30DXaFoOZL2vOTgUo047bTbIwGo7CpirUukeHbjKkYHg3yqbjS/fX8pL2zayCmj6obtHJWd89E8Wnh9A64vzaTwuy151bhsxnav1eoh1YFNaAIiYdzXnj7kuxNCsSB066239vlnW8+w2nrnv89+9rN89rOf3eb7ly/fcv9/9tlnc/bZZ+M4Ds8//zx/+tOf8Pl83H///TQ1NQEwevRo/vCHPwBbJv989L2ef/75nv+/6qqrAIjFYixbtownnngCTdP40Y9+xOjRA1+ttbcZdBGre0tHgEKhwNNPP93TvGx75syZs00B7N57793m+2pra3v94PcVQtMwhMYJ1ZM5o+4oSj1+Yn00eSfVBBuWYj37PVznXY2oHA8uA5m1IF682IsyL67LZuArLTDrzAdxeUrp7JDk2nN4DEnaEuTLTErDOiIkcF/rIXd7FtlavKFzX+tBDPHTBaEJGBHEfcOx2zRIVPZtpmYQ8YZpsxOYb/qo+OJM7IcXItd2UHhhDeZXjkImQSYFVtCgXd/EPza+yiUHfR6XUc6mUAsTrjsK3RHbxEV/TTX7IqWktc3hyadzPVsqzzndTUW5pgpZyrZ0SefbFhVXuxGJPNI0Ma8+ChnPQSJP4YU15D9Zxx3rf9XzVyLeCsytbrpUXlOGmqVLdNOPMfdohEciswLHNLF1OeABl6m5mDduDvOrP4lHGmSFxYNN/+wVu7uL8JvIEg+uc6YUWx7kbCjxIPyq0Hsgk3axgtTv7oRG10wsKzs87y8lCUtH1xxMDWwJrTmJBErcGqWig43OQWRtm5DpwhCCtfEk77e38bn6g5hcVk6p6eb/1q9VRay9UJ951DAxrjmGvJ3H1gVpj06pAEHfY031kEoRmoCQd5d7YO0JmqZRWlrK3LlzcblcjBw5kh//+Me7dMzS0lLi8ThnnHEGuq4zefJkPve5zw3RGe9+gx4RHXnkkb2+njVrFueeey6XX375kJ3UvqrMDHLJxNP55uuvUe7ewE/mHUvqIXqaBtZ8PoN89pfFb96wFOvBSzG/8XdESQ0yKLe5kfJ03UhlUjbuWArvg8UnEJ4yL84FM8m6A3j9OlqthucmL1gUZ2aFxLDchBWTgXufTAZK/8JuP7cdNZ97P3yO6z9+Fq3/Nin57NEYAYkeBCfZhhAe8rVBvtvwK1pyMa6edBk/fPtdoumlRHw+bj2mhvHhkt4bOAxyV6t0WvYUsADiieLX58z14PerqFN6sw1J8JMuRC6F9UjX09mpVbg+cwhtHmg7bRTeUjdlzcXlV909scLu3lOnVV5ThpKtSyxDoOsmuhDYusQ2QOgDbyhdYgS4IvQp7F+803PNv+LSTyGMwDCeed+EJtAq/eB1qUKv0kNaxZ2vhdj+TCynMDxFrFwhQQYfQcOh+zerpWtnwqAOJSIOEqKpNGNDQcJuk+UdcSRQHypBE4IZlZW8vHkziXyeYD/b1Ct7Rp951IG8Ibjojf8QTae7xp7HMS4YQkST24w1xYggQj2kUvZhl156KZdeeul2v2cwk3+EENvdiG9fs8vrzWKxGM3NzUNxLvs0R0pieYecrfG1acVmdd9c/SqpCzKM+o6HmqtdxEuyxE++DDlqCoyajLz4dnKGIJNsJJNqJG8kEWEPIuTulWSNXAHtgYW9mhNqDyzEyBWQsSik2sHVidCbEHoMGNzuK8qBTRMa44JVXD/tc4gqk9K5LrSRbuwyk4KZwl7zb9q9cTrcWa6ffCG3zPh6VwGruMtbNJ3mhtdeIZb7yLKBZL5nUAFbdpMhme/zPGybngJWt3iiOHBRlI+yHZ1MPo+1dW5c0kzhl28QzWe44O2X+dqCV/jGlMt46uN38uBxP6Q+NGrYGmMrCoBtazz1WoFWExJuaDXhqdcK2PbA485JFrDv6b0Tl33POzjJwg7+5vAQmkCE3Ghlvm3GJ8qBqXsmFno/S7OGeTlhOhsjS4CgUdwIAaA15yCAoCEp0ZIA/O+qRXzjzcfJyyybkhkCLhcjA8Wd1WdUVmJJh9cao8NyjsrO6y+PtmesbcaediLX71hT5S5F2X/tck+szZs3c8455wzZCe2LHClp6Ezz9VdW0JjOU+Mz+dYRM7nr/YVc9Na/eeTU0/jKq88QTSeJ+ALc+pnvMpIUa9/5HTW+c1n88g/IJKM9/a+CZfWIrW60NMfB6qM5oVbIkf/5WcjJs8nP+QpWLo7eHscfqkUvH1Xs1aUoO+BIyZp49iPxO5q/rniXiw+aiOfwM7j69UeIpuNEfCF+dcwXegYR3aLpNAXH7vXajppqfpSuQygoehWyQkGBrsJY+YiCZZEH3IbsM8YqjGIPlGg6jUQQ8VXsgbNUDkRCF6Qzkkef3XLzHgoKhD7wmydhOX3GtRhkRd+RDqlcDMvOY+gmfndYFXGVodFdxOqvJ1bPcsLhKWKlsq1kRZBK15Z4bslJytwaDg5ekQccNqfT1JeWsKI9jiaDzKgOQ9cIZEwwhM8weK2pkVPr9t2+MPuj/vJo2uldyI+m0/3mS2nZJLNtKv8pyn5q0L/NX/rSl7Asi+985zt85zvf4dBDD+XCCy8cjnPbZ8RyhZ4CAEBjOs//vLWW8ydOJuLzsT4VJ5ouPhWKppPc8O5btBayVE2a01PAAsgkoyx89lpymXZy6TYyiSi5dBvCVdylY2uizAudG5GjJtN+0mf59YIr+Mkr8/nN8v+h2WrByXTu3h+Css/qO37XcXrdRL7x9mtsSieJpuMARNNxNqTaifh8vY4R8flwab2fyHY31ez1WpkXDK1XfMuup6g+X7EHVihYHGB298Ty+dSTM6W3tlyeW99rwPD1nRtbu26c+opLRRlOOa3ACafovfLYCafo5LSBz6KSRt9xLQdR0XekQ2PnKn71/Dxu/sfp/Or5eTR2ruqZtaIou0LaXcsJd7g7YabPP99ViXQTWQKUbLUMsDUrqfQY2I7DSmqRFKgww3yqdio1Xh8OAr+x1QNiIZhQWspbzc1IKdmw+VX++vczefSpz9HcunRYzlsZmP7yqDR6z9aP+HxIQ/SZLwvkVf5TlP3YoItYjz/+OJ///Oc58sgjmT59OrNnz+Zb3/rWcJzbPqNgy54CQLfGdJ6w28PNR8/i9x++2+vPoukk0hXA8IR6CljdMskodiHNgr/P54U/n8GCv88n4zQV13d3JWlR5sU1fyLWc7eTO/l8Hnzv+8TSxePE0lEeXPQ90nJ4+hAo+5+87fQZvyHTQzSdxGv07hXxu2X/4SdHH9NTyOruSxB2f2RHwq6mmlvHrXnZ4WTspl7xnWhfhZQOQggqyjXOmevhovlezpnrUU3dlT7ZUvBytINfrN6MuGRmrxjLXjSNX675sP+4VJRhlHUkN3+wiskfszhtrsbkj1nc/MEqss7Al/lrARf6pTN6xbV+6Qy0gGvAx0jlYjy44JreY4MF15DKxQb3gRSlDz2N3Xe0O+Ew9cTqSDWSF35KPMXfEVsWdyYsd2tkbIulTgQfnXTmbaSU1PpDCAQrO3vv+jmpNExLNsN7Gxby7AvXIIROLtfJv166DstO9/XWym7QXx4t83h7jT2/c/gM2ozstvdIl83gzx/+QOU/RdmPDXo5YSwW69nK0e12M3/+fB5//PEhP7F9iUsX1PjMXoWAGp9JyDTozMdpy/V+EhXxBRCFJFYhjjcQ6VXI8gYipDrX95qd9eY/r2TWmQ/3NCdEOBSe/AFsWIrtD/Uk6W6xdBQL9bRBGRiB7DN+4/ksEV+AjNW7wNWWTyILG7l79vFIYeDSdMJuN9pHik197fyWNzK8+fcrt5l9OOvMB3H7yhFCqCbuyg7pohizT6xtZXU8w1UXTqPKNPB7DfIewdWhQ6j2BKnyBbaJS0UZToaAtmyer73+Yc9rNT4TYxBh2Gll+GPHAuZ9dRYeqZMVNg9FF/CFyuMpN4IDOoZl5/seG9h99yRUlMHY0hOrn2fh3TOx8sNTxNqcaAMqCbmK7xPLSWwJpS6N5cl2LHQOdt7nfaroyBewu8bEm9MJWrJJKj3FTRImhcMA/HXh35jqLWfW4V+nM7mRBW/eTFvHc8Dxw3L+yvb1l0ddmuCGwybhNTx05lPc+cHjtOUSPDz7KkJbjTUTepz3X3+x1zFV/lOU/cugZ2LZtk1TU1PP162trUh5YDcSD7td/PS4CdT4ik+eij2FRvHrD54j6DL5weHHEvEVL5gRX4CfHX0SFYFympc9ybTZ38UbiADFAtaMU37GqkX39jp+JhnFsTNbmhOW+HCdcgmEI+ipOGFfpPf5+CIYupp9oAyQyPHdo+o+Er+jeXr9cm45/BhG+IJEfMUd3SK+ED849CTeWPkgXq1Ajc9PucfTb6Hgo001HTvT5+xDRw0slEEod5v85NiDqPGZLG1P8b0PNrDJlLQYBe5a/g8ufuUX2ORUAUvZ7by6w81dsQnFfHrzsQfh1Qf+YCnvWDy0+iVOfvVmjlvwI05+9WYeWv0Secca8DEM3exnbKB2YVOGQPc1W/S9XFt0zeB2rOEpYjWlii0zfF1v35Ir3of4XJJlyXZqtAwj5LLi96azZLp7c0mdN5rW9Ryn0uOl1AWrCkEOmXAeb6+v5B/Ljsfxzael/SVsNTbZI/rLox7d5qtv3Mulr97JDW/dx9KO9UQzMdJOvncDd11T+U9R9nODnol1wQUXcNZZZ3H88ccjhGDBggV8/etfH45z22doQjC+xMddJ02iM58lYLgRosC1U04inyhQJX3cf8RptOkpgqaPKq8fQSkHnfhtHGlz9JzfIaVE100QxX5BW/MGImhbJV6haVA9HvOK32M4DvOrbufB164llo4S9kWYP+vn+D1lu/vHoOzDHm54mm8ecSI13jJ8uo6/YPDDCbPRdAfhKnD3rM/SmWsnnW3l3ZV3c+rkLxPYiRjTdLPP2YeaGlgog+AyDCJenT8eNxXNFji6JOnKctfyf/LEhreIeMOY/dxcKcpwyjs5OnNtvWJzSXYN5e5ywD+gY5iaQcQbJprZsvQl4g1j9rN0qy9+d5j5s37es6SwZ2zgDg/2IynKNnqWE4o9s5ywNVNc6ufVBSBp7SpiNWc7SNsWh7nThDJNuDTB5nSGZCEHuAmZQRa1beKM0ZO7zl9Q66xnhT6aNYljeO6DGrwum9WFizjItZBN0depq509LJ9B6V9/ebTUXTGg3Kjyn6Ls/wZdxJo7dy5Tpkzh9ddfR9d1Lr74YiZMmDAc57ZP0YSg0uumPdPKZW/ezZEV9VxbdSYt9xVIxSS5sGDkRWHcEa1rdoDA9JVvcxzHtph58q0s/NcNW3YsPPlWXO6SXt8nNA2C5ehAjSznKyc9pHbgUHZKhSfAJZM+zg1v/oEKd5BbRs+n+SGJFZMYYUHNeXkqywoEfGVYniAHzfz2TseY6Q0z89TbWfjstb125DS9amChDJxj2ZitBo335Xvi1DcP1iSaiHjD3HbkFynzDGzZlaIMpbAryFQrSPMvt8Tm1IvGYA68nRVht5/bjprPdW88SDQTK8b0UfMJuwdWBAPQhEZNSb0aGyjDQlrduxP2MxNL00FoyGGYieU4Nq2ZDAgIGBpg05p1KHEJlsabKDHclAsHgSRs6kRTGTJODl2YBAw/m9KbaM2mqPD4SccbqMq8w4fGXF5YVsXYyiyzxrfx+DvVbLauZM36p1URaw/oL4+6XHJAuVHlP0XZ/w26iAUwadIkJk2aNNTnss/ThIZsTvLA7CvxZt00/7KAFSs+HbJikub7CtR+zQOh/o8h0p24/3kfRx9xHdJXgkh3ov3zPsRZ34TgtkWv7vcNevr+M0XZEUMzqA9Vc+9xXyaY99HyS6tX3Db+yc2IzzUSGFmFCEZ2cLTtE0IjWFbPrDMfxLHzaLqJ6Q0j1MBCGQQnYdN4X+84TT+k8eurLyFlJinzhNAHMWtFUYZMUtL8kdhsvq9A7VUGDLBWrwmN+lA1D8y+krxjYWoGYbd/0DdgamygDJfu3Qn7K2JBcYdCWcgN+Xt3pjaRcjyggye1GrnwEjyRAAAgAElEQVTsQVrMeQQ8pWzIZ5hROhJZaAGgzCVZHi8gnTAGJSQyAEHea9vEx0dOoGXd44yikcr8aCxHZ0ZdGwKLQyJx3l43meXrf8PsY6TaYGZ3204erS8dWG5U+U9R9m9qlD/EMuk05Z4ghbSDFeu9pbYVk0h7Bwew8vD+y2jvv9z79TOuG9oTVZStGJpBja+UVDzbM2joZsUkuEJgDXyL+O0RQsPdxyxERRkoaYs+49RlCSpL1VJqZc/pLzalPbibYE1olKvZhMreqns5ob6d2wjdHJaZWK2dDeREAJ8uYeldWLqXZlFBMLcJt6lRZfqRlgcAnxBg1yIw0DSLTEHHYCavbGxhdkUbseiLVFSfTGTDGCx3Oz4zg5QwujzF2+tKacweRWd8LaUlY4f8cyj9214eVblRURTYicbuysAIA4xw70GrERb99cDc6ptMCH9ktks4AsYg1iIoyk6yZKHPuKUQVzGo7DWELvvJrwf2JiPKnqdiUzkQ9OxOuJ0Zr0J3Ia2hn4nV2tlAlgAhmQErTbTuXGxh0K67OMyOAhKpuclQyrLOEYDA0ddS7u9E6s0E3Alak1X8vyXLkNKmQzsL3fGwxlhJ2ipuwOA1HUrMNjqdWUSbFg75Z1C2T+VRRVF2RBWxhogjJW3ZJJX1o2lMdxJ3Jai+2OxJwkZYEPmSGz2wg6ex/jCuebduKWSFI8Wv/apnkDJ8uuM37bO2iduaL1qkaqto1B3ash04cuC7bCnKcNCCOjUXuXrH6UUutKBq5q7sWUMVm905OZrupC2bxDnAd4FW9i7dywm3NxNLGOawLCds62ygoIfx5luQZVPY7BTHx7rIcGzH8xhWCkd4WMhlFBwdj9kEooDPMHBwGB9O4WiNvNw5iZbgXFY3jcPrzdBptLKqq2E8QNidJCvrWbNp2ZB/BmX71DV+YNR1QjmQqeWEQ8CRkoZ4C9e98SjRdJyIL8SNh53Kax1Pc/FVn8YtPQgD9IBAaNsvYm298yBWoTj7xR8uvq4ow+Cj8XtizUF876ozcDsaaA5RvZMrXv8foplWIt4Kbj/ieupDo1SDTGWPcTRoDHWSvKBAUPOQcLI0hlzUamH1ZEbZs3RBc6iV5IVpglqAhJOkOeSjVq8e8CH6GlPcdtRnGB+q7NoYRlH2rC27E+6gJ9YwzMRq6VhJlqlU22uwaqawIa0DNhPcgqCTpqLzHRYZx9JMHYeHVrM0B8LRcHWNWUKuEhzjLfx5wWvpzzIq7WX6+GZebxd8mEwyNRAAoMzTydoErGxSV5Xdbgjy6P5OXSeUA50qYg2BWC7Vk0QAouk4P1r0LNdMPZpzF36dB4/7IeWe0gEfr3vnQUXZHT4avy82rmR5/PfcP/t8wOKKV4oFLIBoppVr3/rZoGNaUYZSazbJ1a//rSdmASK+EPccdx41vpLt/E1FGV6xXJwr3tySMwEi3opB5cy+xhTXvfEo988+n3JPYFjOW1EGo2d3Qr3/NgNCN3GGsCeWZUtyuTxtiXWkdS8BkcXyjWNdu44UOUb4Kom7R1DSsZSVns9SznIqtLU4ciygkZdW8dwdjQBJSl0L8cengG4R9iepTflYnkoANQAEXEl0UaA9U0sq3YLfVzlkn0XZvqHIo/s7dZ1QDnSqiDUE8o7d62YKiskk5AoSzbSSd6whey/pOJCKFRvAG6aapaXssv7iN2/lgUKvQQQw5DGtKINlSafPmLXUUldlD8s7u54z+83Jzo52hlGU3cTpmom1nd0JGaKZWJYl+c+reZa8b+E4oBl3URHMkvVpPN36GCn7UkrMDEJKWv0TWZ8sI+8YTOWPWIXpZO08Ag+prqWN6dQGquxG4uJwahwvm1wxNmQkdR4fL3W00JovUGG6EALCvgTp9MG0tX+oili70VDk0f2duk4oBzpV/RgCpqYT8YV6vRbxhYgXEkS8FZhDtNW7dBxkUwP531xM/pazyP/mYmRTQ7GwpSg7qb/4NTYvx2heS8Rb0fvPhjCmFWVnGELrO2bVEldlD3Nprj5zpmsQObO/nGxur2CgKLuRtIo9sXbU2J1dLGJJKXnu+RzvLbE4qF5n1JgGpFPKibFDKWk7ldbkTEAD51kSudW85ZrCq+45VNodjGj9PNNXnMVF6w7ntNZx5JM2moBMah0VMklp+lA03SbjSbKg3UWd6QNgeTrV8/4VQcjIeqLNH+zS51AGZyjy6P5OXSeUA50a8Q+BsNvPbUd9pieZdPfEenLD89x+xPWE3aEdHGGAUjEKD90AsWjx61i0+HUqNjTHVw5IfcXvz6Z8nOBzvyP4j3u4fcqlPYOJ7p5YQxbTirITKoCfHnFmr5j96RFnUrH9v6Yowy5sy21z5pRLCdsDb7jbV06+7ajPEHb7h+WcFWWwpF0AoW93JYAwzC3Frp20YpXN8hU2Mw41mDrZhVnyHCsr/pv3Ag1U5g5hdvPlHJaoY3S6jra2Scj2I/hUSzVfXTWZaa2nYhdClBY8nNQ4hutXHMnJrRFSeRuv6wjChVEEy5upD1hszkLG8RLUDT5MJnrevypoIzFZ3dS5S59DGZyhyKP7O3WdUA50u62k/eSTT/Lb3/4Wy7KYP38+X/jCF3r9+b/+9S/uvPNOpJTU1tZy8803U1Kyb/Q20YRgfKiS+2efTyqXxXS50ITDt6ddTNgdGroG2FZ+SwGrWyxabACvKDtp6/jNFXK4oisIPn4LYsNSAOoevYMH5v+EgiYwNWNoY1pRdoKeSzPm3/dzz8cvwtINDNui9N/3oX/8YlA9sZQ9SMtnqXv0Du4/5QIK/hJcqU6Cj96Bdt6PYYD3Flvn5LxjY2o6YbdfNetV9hrSLhR3JtxOTUHo5i4tJ7RtySsL8lSUC8aN1bEdh/8klrHINQoRWMeqwFMcHjuX+nQNevprAJRnYWwSEgYsLWnj8aq3SBs2p1mTqd7o59TG0YxLzGFxVYC8SNNurmacGWFZEt6IuRjl9rEqnaS7VlIeKJ7/pphnpz+HMnhDkUf3d+o6oRzodksRq6mpiZ///Oc89thjmKbJueeey1FHHUV9fT0AyWSSm266iUcffZTq6mp+8YtfcOedd3LjjTfujtMbEpoQlHsCrH1/OTNnzhyeNzFMCEd6F7LCkeIOhoqyC7rjN9HRjvn4Lb1iTCTbKJcawqc2G1D2EoaJaHiL8NtPbHktHIFPfHnPnZOiQDE2k22E7rt+y2s7cZ3uzsmKsjeSdr6rqXv/Vazi7oQ7PxNrxUqLREJyxAkuYvk43115J+sLLgxZfFDh0at5rXQ1Ou/hd7JUZfx8qe0kNgbWoPl/h+38N6e0H8tTFa/QYiR4vW4ta1urOb1pEqWbBH8Z9zqpQjsHuSNM8Nu8l9A5xl/KB06cDdksOuAzbUw9TWcuQiYbw+sJ7/TnUQZhiPLo/k5dJ5QD2W4pYi1YsICjjz6a0tLijhKf+MQn+Oc//8lXvvIVAAqFAt/73veori5unTpx4kSefPLJ3XFqQ87v82In25B2HqGbaP4wYqhmrfjDuObdumVJYTiCa96t4FcXVWXXSekgdIF+yS+RrRtwnvs9JNtVjCl7n+5c+Nw9aId/CgJliGA50leCegap7FH+MMZFv8CJbQTTC/kMWrhW5VBlvyILWYSxg9lJu9jYfdF7FuFSQc4b46tLf07ekQj8SCoQSDptHxoCl55nFCE+GT2apJ7n1+N/wSgryozUT/Emf8BhiYPZ4GthdL6CNvdYXqkQHNcmOWfdZH47/hmkXzLaC+8noS0XBODDVJIpgBBQ6kmTSI+nrX0ZtSOO2enPowyCyqOKouyAkFIO+wLju+++m3Q6zTXXXAPA3/72NxYvXswPf/jDbb43m81y3nnncf755/PpT396h8fO5XIsXbp0yM95sPw+LyMqg7h1idW+nvgr9+Kk2gif+VPWxyGVzgzZ+4wMB3AJSUEKNsWSQ3bsrfl8Xqoq/Oga2A40t6ZID8P77C2GbfZcH/aWmN1aWVkpI0pN7HQbTipGevGTlJx4FbbpwbIKFGy538fAvuZAj9nyslIiAQ0rvgnNX4Y0vUjdoGBBtDmhYnUvdCDErN/nZUy5h0Jyc8/NlyswgrVt2UFdq/0+LzXlW67BjW2pYbnWK9t3IMTszggu+T1m52oSUy5E9rMbmmfTK7gb36L91LtxBnmrkUqbvPPeOGpHt/Jz5y5yWNSJdhy5iHT+C3SKsSDdaOhM0xxGNY7kxJZ6nhr9HG+X/YqYqKDSspjeehs1+XLWugWWlieup2h0R5mTCjJ900g2edpZUr8WQ9NYVvATdTwEXCvwGvB5txeAho5aNqUinD76bqrCp+7yz2647Q8xO5g8qnLlvm93xqyy/9gtM7Ecx0FstUZXStnr626JRIIrr7ySSZMmDaiAtbUpU6bgdrt3+Vx3hpQO2dZVrHnicgrxKK5QhNEf/y7xF39N7O9f56B5D6IHhn4plgeYVDO0x1y4cCEzZhxGon0VC5+9kkwyijcQYeaptxMsO2zoZpUNg4ULF+5TiXBPxuzWpHTItqyk4fGv9sTvmNN+QibfwaLnvqNiYDfa289/b4lZACsVI9feQNP7j1E641zee+Hr+1Sswt7/7709+8q57+6YtVIxkh0NLHrjJz3xeNjsm6ivG48xwFkEPWOKJ6/syclj59yOp2L4Ynpf+feEfetcd8belGf707L2fynkAxxUXw9IVqxYwYQJE3p9T8paTSrqMH3qIWiuwfWUevW1PEIUeNR4kmze5ohgHbn2BbgcH+2Oh05dAG5GmhZ20ubotrEs92ew3HmCop0yO4+T+SZZUQFINLGRaPCvNIuZWLjZXOLGFuuZsaEO/wY3DVNbOdiRbGoTlLgirC+sI+/xMb62loLHz8YGNxlH3Wz3Z6hjdqB5dE/kyuGyv+e1rR1In1UZPrvlN7ympoaWlpaer1taWqiqqur1Pc3NzZx33nlMnDiRH//4x7vjtIaMlY7R+Nrd1M26iYlnPkLdrJtofu8vBI+5ALszWuwdsA/JZ2IsfPZaMsliX6RMMsrCZ68ln1G7IO6PrHSMxtfv6RW/lrRZ9NJ3VAwoey3HzrLuuZsonTyHNe//hemH38QJpz7C9MNvYuXbd6tYVfYIy8my6OWbeuXORS/fhOVkB36MdIw1T15LIV48RiEeZc2T12KlBxfT0pHIzjxOWw7ZmUc6amcvZWgUlxNuv2jRvdxQ5lODO7aULFthoYU7WJ3dwOeaItz4TA2/eeFb/OKl/+bO10dz/XIXlTlIyDUc3DEKj6OzuCbGSqeOtuxNZDP/Q3X2BDZ4VhP1rKI2V05UG03IKZ5zCots0ObPo16lvCPIpOXVlBhQ5pIkCgEcYGPX70uprziG3xRTvz+7y0DyqHQkTkcWLe2hbtZN+Kqn7nSuVBRl37NbZmLNmjWLO++8k/b2drxeL88++2yvpYS2bfPlL3+Z0047jSuuuGJ3nNKQko7DyIOvxXmgCdnWiFHuZuQF1+IE4+glEYRu7ulTHBTHzvdcOLplklGcfawYpwxMX/HrumwMbm9FrzhQMaDsTaR0KMSjmMEaJo+/Fu4vxq+v3M3kC69FOs6ePkXlAORIp+/rpxx4PEo731PA6laID+6BmHQkcnOa/G+XI9tyiHI35uUTYYQPoanOccqukVauq4jVf2Gne/aVk0uh+we+GqGp2SGRkCwKvcRPFx3CkW0VrA9Fefag/+Byqgklp3FKk8bHm3PcNjHLlPbRLPdneMvViSYEIemiOjuRtJZms5kkb6xmRPYgRmVHknZlATftIsdo6WFFuJGX7Q+ZvflgRgfKGFkeY0lCx3B5WOdYAJR4CwhsYpkw+UIK06W2xxtuO8qj3fmt0JXfjHI3oy/4Meve/jbppiX73OQBRVEGb7cUsaqrq7nmmmuYN28ehUKBuXPnMm3aNC655BKuvvpqGhsb+eCDD7Btm2eeeQYoTk3dV2Zk6ZafwgMbkG3FBpayLYfzQBPadROoOPfXaPtYI0JNN/EGIr0uIN5ABG0fK8YpA9NX/BbubuCQi65lwfMX9nyfigFlb6IZbgLjT8Q0RuHcv6JX/Ir7m3BdP2kPn6FyINIMd9/Xzx3MWtma0E0C40/ENeVspLcUkemgsPSxwT0QSxR6ClhQ/L3I/3Y57q9PgRKVx5VdIwtZhHv7u6IJV7GnlMxtOxNLJmM4i/+Fs34pOBZi9DT06acgAmWsXWejORZf+1DnoESIRTPi3Fb+G/x2BSvkdJDwwBiTHywrcOMHE1gfaOGhETo1COozHjLWWBzho933MC7nYOpbDmX6phzTN0xkcWkD75aZNIaLRY6wDPBsxWIOzY6hZnUpM7w5lpAjKMrZWCiuINE1CLqTZArjiXWsorpy+hD/NJWP2mEe7SO/OQ80MeqaO2hJrwDDuydOW1GU3Wi3FLEA5syZw5w5c3q9du+99wIwdepUli1btrtOZcgJR+tJpN1kW462TIqE36Au3YYmNFzend+pUDoOpGJg5cEwwR9GaMOzGtT0hpl56u09Swq7e8yY3n2rGKcMTH/xGwxN6BlEqBhQ9jbCHcI+/hraUylK+ohf4exb/TCU/YPbW9bn9dPtLRvwMTRvCfZx1/C1tx4mmokR8Ya57bhr0LwlAz6GtGSfeV1aUu3gqewyaWV3+IBWdM/Eyie3/D3HwV7wF+xn74F8GkKVxS0AF/8L+7l7ME77CktWncDhLUuZFA+w+PgAj5m/xRbQIk9Aw8FBJ+rVWF26hmBuKnXJlUxMBilLZ2hwVyC1OhxtLVObgly8+GDKcl5sIbFFCUduKvbhWR/IsKo+zfLRAdYbzawa2czk7Agmrahk1PhNtNohOuQmsraDR9co9dlEY+NpbXtLFbF2gx3l0f7yW1smwxXLnue2o2qplyG0fawvlqIoA7fbilj7M2FoiHJ3r4Qqyt00FxLc+OYj/HLC8bT852YOOe12/OX1gy5kScdBNjVQeOgGiEUhHME171aoHj8shSwhNIJl9cw680EcO4+mm5i7UIBT9m6WLvuMX1sXHD3r+8iSKjTTi9tbpmJA2Ss4tkV7poPr3nyYH02YS2kf8SsMFavK7icdB10YTJv1TTSXF6eQQRcG0nEQ+sBisiOf4bquAhZANBPjurce5oHZV1LuCQ7oGMIQfeZ1YagSlrLrHCuHsaOeWF0zsZx8GijO3rL++n2cJc8j6o9AP/xMRKgCpIOMNWK//gitT95Dle9QDmtP8O+JraR9KRqdKHlnKm3aSMYVVrNWq8NtF6hLOGwKHIrF23x1VQemawEvlk/m/6om8vllQWZu+i9Wljbzj0O/y8slJ3N4/JMscTcwprPAGWtGctK75Ry8dibfPrydtpI4G0Z5Gb+iks80lXNHVSvSZbI+l2OCz0tZANbHatjcsprJapLvsNtRHu0vv7XZqWK+fOOhQeVLRVH2PWqUPxSCLszLJyLKixd0Ue4mdXEtd6x7hmgmhvCUkktE+eAf11LYmWbDqdiWAhZALFr8OjV8jQuF0HD7yvEGI7h95ap4sR+Lm3lSF9duE79tshmRjqPffRUuqZPMxYiloiSybYPq76IoQ81Kt5LOtBPNxLhj3TPbxK95+UTS7rSKV2W3s9KtrH3jV2RlnqwGWZln7Ru/wkq3DvgYecfqKWB1i2Zi5Lt69AxIH+MS8/KJEHQN/BiK0g9ZyO5weWt343cnm0CmOynccwXO0hfQTrwA/aSLEMEy6MrNIlyD/skreHT8+cxqaqAhkCJVX0OD9QwJDOLOMVTam3HZBqAzLp/mxbIzyGuCb08Ok9MkcXEMm91jmbfUZuamMh6euJxvn3gXqyJvUJf/gIyWooRy/q8uw+Wz3+fpaY2EMyZ3PX869at95D0WzZE4I2I+JqU8CCdIQ7o4iyzsKwCwvnXgGzQoO2+HeXQ7912wE/lSUZR9jpqJNQSkkLQFW/FeM4ZErkBzIcEd6/7Gko71RLxhZLYDgFxiJxtjW/ktBaxusShYhSE4e+VAJzSNnzT/ky9eMoty3U+bneLhxn9yhTYe6S+BQBlN+SYefO06YukoYV+E+bN+Tk1JvZqqrewRjmMh021EvGGWdKznev7G1y75BFWuIOX+EG2imd89f4WKV2W3c4DAYefy0Dvf74m/82Z8j8GUUU3NIOIN9ypkRbxhTG3gQzahCRjhw/31KcUlhIaAoEs1dVeGRHF3wu0XsbTumVjJVgr3fQ0ZXYk+5zq06vEgt20Ivz6fpG5jhICV5qHa5zl+Qxn/rnyXFIeSFx4OtRawUDsbENh6GZOSZSwPZEh5Mvz84FV8d8kkZm0qo65Np7PsH9x3iKREb8aX8pMJ/YNE7BPU5OtB6iB8/H1kE5qpUbXB5uxF41iRSvHWIXHC7X7ObA6zOljC6nSxL1bYXxxvtyR8OI6FNojfRWXwdpRHt85vdsFmRbqRW9cU77tg8PlSUZR9jxrRD4FULsbvXr2C+xdfQ6OrjRtXPNJTwLpl+n8RW3gPAO7gTjbGNkwIR3q/Fo6AoZ6oKrsu7PZzyaSPc+OKRzjrnTu4ccUjXDj2cFIfPoZIdZL75MU9BSyAWDrKgwuuIZVTWxgre4amGaQ+fIxbpv9XTyHrxhWPkPBb5D05fvfqFSpelT0ip0n+1HXjBcX4+9M73yen9b+L20eF3X5uO2o+ka4ehBFvmNuOmk/YPbhd0YQmECUmWrkbUWKqApYyZGQhCzuaidXVE8t67RHk5uXoZ1yDVj2OvnY0lFJyx9r3OL45y3thwRg9R3P+WWJCJ+Ucwbj8esrYTKdeDhL0bAVB2+CdUJqDMgb/qm4manoYnVvHh2OT/HFSsfjkohlbSyNFDkNbhindhO3i8sY1hs47oTR3zVzMU+NWMmGFn2OWlNBY00l53sXM9irWZdI4ErwuG1PPkrbH0hlfN7Q/TGUbA8mjW+c3o8RDay4B7Hy+VBRl36LK1EPAsvPE0lFi6SivLL2F70++FI9ZSrmvmpaXbybVtBR3MMIhp92Oa2caY/vDuObdum1PrH1s10Nl76QJjfGhan4/6yLS6XZkuo3UO79nzCHnIF7+G86ZVxFb1HsmYCwdxVJbGCt7iOGrYMzML7F24e/45cFnI3zl+LxllHnDJHKtPQPfbipeld3FQfYZf04fN+790YRGfaiaB2ZfSd6xMDWDsNuvZhIqewVpF0DaO5yJ1c2JN6GffgNa1Zh+v+eZzvVMWFaO6Tg8OWYTR/o+xUv6YmJiGrb0cGLqbZr8ARw8aLiZFi+hoNks82c5s10we/NUytumIIMLKRGraQi1gyxnQtJijV9ybFsV64MPIHOfZkTeQ7uRQQqTFwIpAk4Nt017j4PtEYxv8GMZks3+PCe2lfBamZ+mfJ6I26TUmyGRqqcttpxw6fgh+mkqfRlMHlX5UlEOTKqINQQM3STsixBLR9nQvoQ/v3YVYV+Er3zsQSac8C2c465H082d3p1QaBpUj8e84vfFJYSGa1h3J1QOPLpmUOmvIJbO4Csbh3bcDRiOjjjrm+QN2RPf3cK+CMbOzCpUlCGg6Qa+8oOYcNwN2HYBXXdh+MrQdAPDMlW8KnuMobv7ib/tN8H+KE1oqimxsleShWJfKKFvZzWAdBDP/wHhAHVT0Grq6WsGFkDCzvPLze9y38ajiXqDyIoGmrNLaXIZJJ2ZjC2s49BYgQeCdSBNdMdkeiJEQyCNX9qEMpJzP/wEMbfJ6ooqjmltoiQboMRlUdJ5DmtDv8ZbkEitE0tfSU2uiiX+dSCTnN5a4IVwGbpzMLcd9AHfKExgwvISUpOTYAU5vKOOddlOIm6T8oCgJTmOptYXqR/7qaH/wSo9BptHVb5UlAOPqoIMAb87zPxZPyfsKy75C/sizD/mNryOjssbxhOMYO5ic3ShaYhgOSJcU/yvKmApw0CXYEjQhQsRKkcEy/F7yraN71k/x+9WMwGVPUdoGrpw4RScYrx25cQ+87GKV2U3UfGn7O+k1V3E6ufBgJTw6qOIhncQphfp8dFfAQvgt01LmBINEs5JXq7WmJqPsEF/lUYxDQcvn4y/gdtKs4EpCDxMTvkwHYM3gmlG5W2OXzOKQMHNnybr/L02SdbIc07DGKrTZZQnjsdvGSyoSBGJzSLteYXyQg2mAwjB+NQy7l36OI4WpcHj5opD17GppJXpH/hJyzwfa42wNlVcfhj2W0hM1jd3DPFPVPkolUcVRdkRNRNrCGhCozo0jitP+D2WU0C3LQqvPkTTureonHs7rsp6tbufsldzHAu7sxF3IUa+I0ZyyZOUzv4yrspiM+yaknq+ctJDWHYeQzfxu8Nqqrayx0jpUIitx27fiG56yXduQC+rxRWuU/Gq7FECKBd+rpj1K2xNQ3ccPMJEdaNS9heykAO2MxPr3X8hlryIPPhYROf7yEKm32O9n27j0fYG/rRxFnGXh/cjLUy1G2gyE8TlDGqtdXxsUwkxbwsxDgMEx3WEyGsWHwZy3Lg0xKh4kFfrk2wKBlkaeoNX6lo4efXH+ESzn04MDuqcyLvl79OZOx7L9zwCjUguwHpvgmeqjyZnVOGT/2FU3iJQCHPVMa088HyAKZs11kRMnMYAjICwv7gkvbFDQ0qJEOq3erioPKooyo6oItYQkNLBbl1N4pFrsTuj6CURyj/1XazW1bQ8ci3V8x5AIJB2HqGbaP6dW1aoKMNBSgerpYGWR6/rFb8dL99F2alfRw9WoQmNoKd8T5+qogBgpztxEq20P/uTLTF7+k3Y7hCGv0zFq7LH2OlOZEeU5NM39cSm+/SbsA0fhupjqewHHGs7ywmXv4F4/f8hx07HmXAEYlEDdj7V53Es6fCTzQs5MllBbZvBguqRjHS9xEbnUTaKw3Dwct2KGO8Gj2BxeAQOJZTmJeM6Som5s1y0opTj1gVoL8mRFB5OiOYZGz+UNjtPo9vFnI0Z3gx5qM9eSSj9DHow234AACAASURBVJbRQF3002TMBDX5IOu8SZpcGSQa5fkQLZ40n4hNp8yK8+MZUW55fSwVMcm0ppHknA5KPAU0YRMv1JJON+P3Vw/nj/mApvKooig7oopYQ8BJxWjpKmAB2J1R2v7vB4Q/fh2tj12PzKdp+vMVPYlYzc5S9iZOKtZTwILe8WvFG3GycRWvyt7FytLWNbiFrph9+iaqzrsHKR0Vq8qe009sVn/h3j18YooyNLp7YqF/5BZi4zJ48WFkpB5n2omARDN92Jm+l9892r6K5dkO/tR4LDlNsKjMTU3y97xZotPGYYzKNTIiW8JG1zTGbz6bXyRKKM8XlzCO6PRxQgwsHXIuN5M7QUiY1n4MQgqEk8DlLGJ6vIW4MZXxnVN7vffHRIBP+StYWtqKxzaozAXZ4G3FEg6HZEtY4U7x5Oh2Tl8XZkaglFVt7dRVaoTcKTK5YnN3VcQaRiqPKoqyA6qINQSkne9JtN3sziiaN4ReEsFqX98rEbc8ci018x5ED6iZAsqe12/8+sM4qRhtT9yo4lXZq0jH7jNmsfM4qZiKVWWP6S82pWPvoTNSlKElra7lhGLLLYSRicOrf4WSKpzDT+t5XTP9FDo2gBDFXlldNuWT/LZpKSfpoxi5RmdxuIak912iXo212qHUpKu48f2DKeQOY2bKoMNV4MNQnArLTU3GIRDzUNAEayY0sVg3ebuyihPa3+PZ0XewWD+LqR1hvvthiMrMRt4L+7HCP2ZBsEBGeDii6VzC6WMQtuC/No5GQ3BQe5BgnU6zK8bIfAUTcn4WR9o4PlpCbbPOqhV+qMwRDjhsyB5Ec+tT1NXO3n0/9AOMyqOKouyIelw9BIRuopdEer2ml0SQ+QwVZ/+Mzld7PzmwO6NItd27spfoL351b5j46w+oeFX2OkI3+oxZK96kYlXZszS9z9hE0/fQCSnK0JL5rh5X3TOxrAIjlzwNto1z5Bzo2mRDSkmnGWCtZvJOopVFqRiLUx0sTXfwrfVvICV8uXEcSMn74TrKeYG4U8XZy6/kZws/STB7KI3lrfxocgNfm/kW99U3EHB8VMY8VGQNGkb/kiCX0xJaj9uJQ+m3qLBAYGB4nmHTqBuxtTTT48+hG8uYUfiQNv8SHqv/CR9UwJ/Ht/HlI1/jqTGvkDGauXTlsRy3voYG74N8UPoI43KS/53YTCAHhyyrQBag3O9gEWZT84Y99NM/QKg8qijKDqgi1hDQ/GEq597ek3D1kggVn/4pGG5kIYOdauv1/XpJpP9dXRRlN9P8YSrPvq13/J51C52vP0B+81IVr8reRzOo+PStvWK2/Izvk1j4FxWryh4lNIPyOT/sHZtzfojQ1MR3Zf/g5Iu79QmXp/jCK3/Fk2gmd+TpvC007kp08JX2Js5o2cR5ngjXjvsEl69ZxJdXL+SS1W9zccPbLMtIKJQQWGKxNOyiw9TRUzP5/KKHOLJ1NOtC/2Jl3Yv8ZEyUjf4kBZFnRqyM8Y2C0rTBrYc2kqx5img4yWZzIrX2qyTdCRo5FCFtVrl9pLMfY21pE8FMHSObPo0b+HTjCCKFOAnXMkbkQqQMm8drl/LXyVdx+yHPYmk6n//wm8zcOI2FkR9BsJnlpXnqWnUCr6Up62ruvr7VQsr+d1xUdo3Ko4qi7IjKBkNACA1XZT1VX7gXu3MzTiZO7NlbyG9eijliChVn/4zWx67v1RNLU40Jlb2EEBrCV0r449ehByrQPCFiL/yC7MqXVLwqeyVp5Ui881eqzvk1diaGk4oRf/OPlBx3qYpVZY+S0gHdRdmp30SY3uKsFd1VfF1R9gMylwRAuLzwwas0rFvKo1NP5iVHEO9owQAOcvs4NhCgOp+kquFFjPqPIeJRVgcr+GsuTq2nlPM2jSJo6awMjuOwpgKjk3N5Lxzl3voFJD2bcBUmkMVgnPVvNPtYvrpoNKG05N7Jm2kKN2Gt/yZNej2FSJCxmXdYFwyywjWWyYk075XZvGccyTR7DGFPC2NaJtMRqqdZTOKwtVfSXPEagcwFmI4Li1rmthW4t+Jt7pjyATesLuWQts8zOn4If5v0Q349+Xp+8Wot3vfHUnXoagRVxPJjSCQ3EgqO2rP/GPsplUcVRdkRVcQaIkJoCKDtqe/1Wsdtp9rQ/WXUzHtQ7U6o7LWEdIj9+zbszijmiCmEjr6A0NHzMILV6KFqFa/KXkUIjdy6t2hrXU3o6AvQvCGCh56N7i9TsarsUUI6xBfcR2DqHARepF0gseA+yk65YU+fmqIMCaeriLWkaT1/aFrPm9NOxgUc7Qsxw+OnThMYtoWUNgI3tYmNsOgPRF1e7hx7BBWeEj4dHsvsF100+xwOa4pgYPP4uCf424gcE6yXqMrWs9KoRRerSRfq+c2CKYQzBk9MXM/fxgpGZ/O8XmJi6QE06dAeWMd/9DMxcLi09WF+5DuM/9QsZkr7GFaY5Rxq55m25vO8Pe5RUoXPIMz7EJkLGZErZ603xRJ5AeUpjbfCSZqrHiDve5myxh9zweLbeWL0e7xZXcmRTR4KLzZTOrqOVHYyjc3vqiLWMFF5VFGUHVGj/aFkeCg//abe019Pvwk0F3qgHKMkgh4oVzdZyt5nq9jNb15K7N+3gW2B4VHxqux9uuLVTrXR+tj1tD31veLSFq2PLd8VZXcyPISOOI/Yv2+j+Y+XEvv3bYSOOA8Mz54+M0UZEhvScX5aO4ur2htZ5S/hvGAZ39ADzHWbjHXy6FYOKYsNuKXhIResYbPp48ZxRwFwsaNT16ARTGjo+SlkXfDXaTfw6IgkXm05p7S6WKt9jBGFAt9YPpZfv3wKwYKLlSPhP5Fie471gZU8Mfp9NgY8tJsb+V3ZqWx0jeTgzIes8JXysY7NbPTHWFH2Oram/3/27jtOrrre//jrnKk725Ot6WVTIIVAEhIChiIa4RqvBQFBmjSvetEIiaiItHujFKOgP6Qo6hW9oLSbyzUCUgSSAAk1hfSQZLO72b47vZzz+2Ozk2zqTpjdndl9Px8PHmTKmfmcmfc53zOfPYU1OeUkTIMZWz/PiEgjhrGdBCGGRIoxMFlZ/hZF4XIShskeJhCwptA45N9oKHydL3w0nV2FCRKmTc72WQylmaB9HLvr3umz76Df03pURI5Ce2KlkcNXSCynuMvur2Z+CQ5fYV+XJnJEDl8hVn6JsitZQXmVTKVsSn8Vjsd48MPX+HNbAGduBVftWs+McdMJOx3Uh/3YBTmHnO6VsXP5Q6QJ03Ry0/aVFFhTGb8lnxiwenAOG8re5d3cPCzDwUltO/hT0Tdw2QZXb87jlM1jqPGF2TAkhuGyiFqDKIrafHvNJ9iZa/FOWSF1nm1guyiO7+H9PB9vF8wGwLBtHh2zmynFz1MSHMnWdpN5TY3MbPIy8v1r2Jr7LmNco/BETPKYwaTQWxR8NJqC8L9ghybT4JyHr/ghany7mFNzMTWFcYY3exn7YRtrRg5na00DZ/Texz+gaD0qIkfTa02spUuXcv/99xOPx7nsssu4+OKLuzy+fv16fvjDHxIIBJgxYwa33norTmf29NjCsThGOzgZhVE8ioRpg2FheGMk2uowHG4MXyHxcCtWIoppunDiwIiGwemG3GIMs+seL7Zlgz+KHU9gOB2Q58YwjT6aQ+nPIvEEBsNwFgzHctrgi0PIIN5iYdoRDNvGcCmDkhkMw8TKrcBDBSQsyDOJ5qK9BqXPpSublm3THAkQtRK4TQfFnlxMQ+te6RtvN+zkjnf+xs5AM58K1nPhzhV4Rn2SBm/uYafZFg+xLNzAh/EgQ7C4pHEtg1u/wOCG+XisNTw9vJ66vNk0+5azy5yMj7XsNr5CwOng1jWFzNo2jJrCNv7zxF1cs2sydc4tbM11Mq0NbGx25OVhY4O5jiv2bGdWQxyfczkf8DUiBU/zmvcs3ixpY0NhK+8Vf8gLBjxoGXx5Z4z5u8qYvScCbOAz1QAVe//rtINmt5f10WuIDF/AHz0zuWjbOKIOmFw9nv8dblPnL8cfqCUvt+KQ8y/HTmN892ickIGsV7pEdXV1LFmyhCeffBK3282FF17IrFmzqKqqSj5n4cKF3HHHHUybNo0f/OAHPP7441x00UW9Ud7HFo7FMash/vMI8QYbo8TAdY2HhuUJCj/jJhHYRGjN0/g+cTXr/r6QSHsNnvxKjj/jFlz/8//A34Tr0rugfGyykWVbNvbudqIPrMJuCmEMysF97QwYkq8mgqRVOBbDrDa65NfzbS/N78conBgg9sfVyqBklHAkjKsuSvShfetH19UzCJeD16PDDaTvpCOblm2zpa2e6994gppgG5W+Au6Z9SXGFpTqB4r0qmA8yq/WvsLj296mMqeA20tGMO3FvxDN8bGzcgwc4kTbW+JBloXq2ZgIk2vF+Wz7Ns5sMhhcfwveQBVF1ku0emP8syKf8f44az15GHYUI34auzyl/OC9QczeUUl9SSs/PPEtZrRMIWbEaTbjRBwuxvktWl0xqvN8QAPnxn/D0Prb8DoeIp4YRWFoMuOMXzK+IUJxaDTLRnzABdU7GdE6m3dL4qyu2MCTw1txJTxctOMr1LlbebPoQwrMlwk6CikLjOX67eMobW9nTlMd2+1LeGbCC9zrKmbh2sGUtDr59LYIr4+bya7dK5g47gu9/8X0cxrjj07jhAx0vdLSXr58ObNnz6aoqAifz8e8efNYtmxZ8vHq6mrC4TDTpk0D4Itf/GKXxzOd0d7RwLIbOi63azfYxB6MUDjDxZ7fxnCVzyZn6vxkAwsg0l7DupdvwT7rEmiuIfaHhRBo3vei/miygQVgN4WIPrAK/NFenz/p34x246D8Rn4RpuhkSOxtYIEyKJnDHYDYQ13Xj7GHVuEO9HFhMuClI5vNkUDyhwlATbCN6994guaIAi6958367Xzlxd/yl21v87kRU7ht1AnMfe4B4m4PkcIKsC3WR7z8qrmcPzOeV4Pwy9ZN3Ovfye5oG59r3cj3G9dxdtOFVO74Lc7YCOyyf+CyTH5d9SajgnNo86yl1unDsIdgJ4Zyy1uVnLGjkjdG7ualYZup8/g4sbWEhryVfJDjxmXZjPbD34a14bXyGWEvIz84GndkCB5zBxFrNBZ5RK0yvOY25tZMZ8aesTw2dDjPDl9PYbidCZGdTA1uw+vYxPuFTbjNIdR7XHzoncQOTwGrBwX4fXk1b+cWU5+Xx6jmoXx/vY8PioL814Q1hNxw+k43g5uns/HDp7Btu6+/qn5HY/zRaZyQga5X9sTas2cPpaWlydtlZWW8//77h328tLSUurq6lN5jzZo1H7/QYzR1+DTiDV0HMbvBxuUziDfbkDAxcgqSDaxOkfYa7NxCDIDmGiJBP2s3bgdg0pCxyZV38jWbQkQCIdZu6tl5Xb16dY++fk861tqnT5+e5kqOri8zu7/D5dc0rT7L4MeRzfmF7tc/kDN74ojjDplNElbWff/ZVu/+Uq19IGQ2HdksGTMi+cOkU02wDX84xPa1G9JW64GyKYu9VetAyOyBQlacJ1s28WqgmnJXLldXTKO4PcbQ/1tMAoOwy00IF6/vifEkIygyYgRwst0/HI9ZzeeC73O8w4cV/SSl28+hMFBBS/lOGkrWcMr7bnbm7eaDonI+0VjAm74WHFYBheEh3PXGcEa3+Hj6uM3cO2ETTsvLnMbR5FhOduX9g/W+y5nohw15rbR7BpEbtihz/4WC2ivwmDswjTjhxGgAwokxeB1bMIAvbjuNUe3lLB/yGn8dEQTGA5BnBQk4NuOyRzMsUs42XwueRDNRBywbupOXKrfzidqRnF9dysTWUdy8fhe3TyxkbmULJ31UxCXrPLzgmsLrf74cz6ivYnoG9d2Xtp/+kNn+NManIpV566txIl32n9e+yKxkv15pYlmWhbHfro22bXe5fbTHu2Py5Ml4PJ6PX+wxiDTFMUqM5J4sAEaJQTxo4yw2wGFhh9rw5Fd2aWR58isxAq0dN4or8fjymD59JAB2W4TIoJwuK3FjUA6e3JweXdhXr16dtSuTbKu9LzO7v8Pl17JMjD7I4MeRbRk4UKbXnymZtZrCh8wmDjOjP78DZfr3fSTZUntvZzYd2WwM+6n0FXT5gVLpKyDPm8PIHvrMs+X7hOyq9Vj05Xr25d0bufP952kMB/jiqGl8auhEDMtixDN3kR9oYNtn/o2cN39NyFfKc8ZIBtsttJorieMkN34ytj2TCm8FlZtnUr5nHNGcADUnvku9czvT3zfBdvC9aSuZ2v4NQqaf3a4Qo1vGcMebIyiJuNgwvhrTaMdhecA2Ob1xCHtytrHLkY/fZTCuPsGzQ+sYG5pIkbEaXySPHP9JeF0vAx3Nq47/j6bAtRKH4Sdh5zO9YQIz6scyzPEgDte7vFsZ5aOCKJXtOWxznsq44FC252ylNDyIhpx2bCNGxBHjhaHbeHHIdq7dPJivbK/gxo0h/j7qCYa3XElZK5z64b+xa9RPiQVuY9Tsf6dy8nkD8rxN6c5sfxnjU5Hqeq0vxol06e/rcOkdvbKmraiooL6+Pnm7vr6esrKywz7e0NDQ5fFMZ+eD8zsejJKOxlvnObFaV8Uo+5qLWN1KQu8v5fh5d+HJrwRInhPLePG/oLiy45xYucX7XjTPjfvaGR0rbdh3PqI8d6/Pn/Rvdr59UH493/bS8iY4vjpdGZSME80F19Vd14+uq2cQPfw5hkV6RTqyWezJ5Z5ZX6LSVwCQPNdJsUcBl57REPbzvTefYuGbT1Hg8nLbjPnMG3ocBgblr/83BVtXs3vO+bTnFhIwIvyBEQQskz3O9RQaNp8xCvhkPMblGydy+vILKWkcTeOETayZ9gzvmH9i1IZaytoL+PVx/yRmjqA4OpG1uTuZu/s47n1tDIUJk7UTP2IXTbwyOIRtGMxoqaQo7qFu8MNsck7Hm7DZlluLwxiMAw+DnH+lsPFfMTDxmltJ2HnE7I6jOsJWxx5ZHnNbch5tw8nOxNdxh2YyqzaOYUO08AVa3WspjRVSEi2m2mcytrWYGD7mtjTgSQQx7AiPjG7ml+OaOb0hwCm7q/iwvI6gy6bAb1O563sUtSxkyz/v5v2nriLYtO2Qn7F0n8b4o9M4IQNdr+yJNWfOHO677z6amprIycnhueee4/bbb08+PnToUDweT7Iz+8wzzzB37tzeKC0tvC4n4aFxHDd7MBMGhgkJh03xeQ4c3iju/HH4hv4Qw1fItC/9vuvVCS/6T3C6Dro6oWEaMCQfz8JTdXVC6VFel4vw0FhHfuMGltMm5otRUGQAubgWnKKrE0pG8Xq8hMvBvWBOx5WLHB1XLtIJX6WvpSObpmEwtqCUR+ZeoqtOSY+KJuI8vvVtfrNhOVErzqVVs5hT3rE3kw0MXrWU0jefZveE6dTGt5JY9ThvFh3Has8JWMZuiuMVnLFrJrPrKxnpLyJuWrxTvIX20g1Y5j8oqnbxxepZDA4N5m9jXuPxoY18tvab2PEw562v4FO7iqgpbGfniBpaQiF2+WK8OzjC8a0eztkzhi2+Vt7IM9lmj2BMMMKqwU3MbD4dj7mLktgufK3fACDHsXnvXlgdy0gkMQoAr2MrwcTUfTNsmGzkSsYFHRSHX8BIFFHSkkcsJ8HEwDhe9eymNieKbTiozd/DRTsm8b+Ve2jwNLKjqJXfjTyDyz8K83LZGnaWncW4aoNENIy7+iwqyybTYF7P249/heHTv8bwk67AdLh68dvsPzTGH53GCRnoeqWJVV5ezoIFC7j00kuJxWKcd955TJ06lauvvprrrruOKVOmcPfdd3PTTTfh9/uZNGkSl156aW+UljZelxMG7dtFct8H64b9LkHs9g3uOuERGuaGaUCBB62OpKd5Xa4u+QUnJLcVemU1IZISr8cLnn2Z1aatZIp0ZNM0DAZ789Jemwh0XNnsheoP+dW6V9gdbGVmyQjOHzOdApeXzhMLFK/+X1xv/Y4PRuYSCr0BYQc7C4/j/xIXcsc7Pk5qHY7XDmAYCWBXx38JqNwD7MkD/hWAel89jx+/kofLcvj0R1/nnB0VjN9j4bTdPDF+M2XuKKFQDAub5yqDFMRMprQNxZdwsrxkDR+a8zEtBxsKtjC+fQS2mUeZ814G7bwEAxOTAG5zF23RWfvmDx9RqwKveYi9ogyTTVxBbmgdTXm7+Wzz//CLQRdzfHAYI0Il7PTVkx81qXNMobriT1y++Xs8PmoNK4rr2ebZSF58CudVt7Km6H12Dp7KyEYvK/OrGdlYSan/ESJjH2PHWw+wZ8P/MmLG1ZSNPwfD1HZUqjTGH53GCRnIem2tOn/+fObPn9/lvoceeij574kTJ/LXv/61t8oRERERERkwIok4/7dzDY9ufouP/E1UFZRy07TPMCJvEJZtY9kJrLr3ca36A7WB7SRKAI8bo/zTbN49k0+sHMnnY40YZhNWIpeoYxjRXDchd4QWuxojEic/NILi4GBclgG2h+LWHD67J8F5iY6fHAnD5pUhNfx+wibOaSki1Nbxp9q3B0Woz0nwpeoKZraOYkVxDdOCb7HWdy4ey8+05kJwVIFjO8P9QbzBSQDkODZhGDahxPgu8xpKjCXX8QFgcdDZUwwDK/gpAoN+T6ljGWWhMQTNz3FC+wyqc/6HgNPAMgqpc5SwYcSvuWTTd3ly9PusLarn/41xkxvP45y6FnbnbKK6cByzdw/lsXFbmRAvpHzNVykfdhZ+7y/Y+OIt7Hz7EYadeDml4z6Nw6lWjIhIOuhPAyIiIiIi/ZBt26xrqeW5Xev52861NEeDjCso4zuTz+L4wnIS8TCx6jdJ1KwmsWsFdrSNmAU+x3Di+ReTu2EKQ96IcJKjBsOoJUIRLaUl1A5qozWwh915b7Ol5P+IutqpbD2ZkfWf5K3Sf7KVmZzTUEs45iInXkZZbBwht5PHxvyZj7yFnNm2hRL/mVjYtLgSvFYe4pTGwZzUMp5dXj8GLbxaNA7bdnHVdg9b8wez253DcTzM4Jp9R2vkOt/Bsl3Jk7p3CsRPoND1Ol5zC2Fr3EGfS15gMgDv5J/EV+uf5KaxUzitdSKfqTuNZ8tXYtoGO61PUuT9HR+M/Tlf2vrv5A9/nzcLt3DPuKn4bJvT99TQ6gpTXTieCzaNYemonbw8ciWf23USudWLCY7YTCD8CJteupVty5dQPnE+5RPn4xtUlfIFrEREZB81sURERERE+omWSJC3G3fydsNOXq/bwq5AC07DZGbpSM4sGcqw0B7iO54n2LgBq3EDJGI4rFKKW6eR65+MZZ1OXksuPrsG07UNw2lR5yzgr6Na+Uz0AXbGv0qDvZ5tw5/H791Nfmg4k2ouJz+Sh1HwKCfaNazMH8b9+YUUx93MahtLY9zFe4N+TY1zGKWxOJfX/y9b7ONoNUt5ZrifWU1DOGdPFS2uKE9XbmJUm4ftzimcHFjH9vwJ7PaVM8T4I2N3fA7Tytk7p3HynW/gj0/HPuCAs0D8BGzbQYFrOeHIwU0sT2QIrmgJ24r9FDR9nZNaX2adL5/jgyM5d0+Qv5euo9lt8lHgchze3/HW+Ns5ZdclOI1trMyr5LbxZVzl3cX5O5vxGW/TVDSc+duHsrNhMK+PegvDLGL2zgm4rcVsKdpNddm7vLf2eQavXcoIXz4lo+ZSPPwU8ssn4fIW9UIqRET6DzWxRERERESygGXbhBMxWqMhGsMBGiMBGsMBdvob2dpWz7b2RmrCfgDchsEEl8nZzhjHtdXh3fUujpAX4qV44qW44p8nJzgKV7AcT9yJ2wrgtlsxHTswXCEsDN4udPLLcQ6C3jDXNNzN63mV7Mr7CRFXC97oII6ruZAC/yCaCtbzTmkTm5wn0mxezKBoFSdEBjMiXETciPJB4RNsdo3Al3By0Y5cjEQx4ZwdbMqp4pLqCZRHctmY28JfKndQFMvnveJCxkd3YdonsstXTiX/w0k7x+OMViY/i2LX33Ga7bSGD74YlEUurbHTKHK9gGkEaYicT9zed15aA4OSxk9RU/lnqgubmVpzNm9M2Iyda3N8YCLn1VbyQf52arx1LDeuosS5nvoxjzI0UMiEWIQNznk8PHI4/yit4eb1FiOCW4kX7qQyXsKFH46n3u1kS9FWjFw3pYHBjN1wDhjnUudtZX3hblrrdxN8/10M59/I94YZNCiH4vzBlBZWUlI4hELfYLw5xbh8xToMUUTkAFnfxLLtjlNQRqPRPq5kn0gk0tclfCzZXP/Hqd3tdvfK7t2ZmNn9ZfP3DwOrfmW2QzZ/5wOt9oGW2Wz6flXroWVCZheteob39mwmCsQMR5fHcmMeFq75LCfFSphlj8dp2zhtG5dl47SdmFYuhu0GoKDdxhsB070D070bsMCowzB2gwNwQAKDHV4Hzw5x8fcKkzaXTbnxDlU8xT8rI5hWkI2J66i1hmI7bSh3QLkXmMK8prGcHs9J1hYzwmzOqWZtXi0RczgO22Zyy2CGhsexh09QFoOzgvBRTjv/NXQnH+TZYBQxIjKEQREnUIrLWMeM8G85oXkHpmlCDoCN02jC49hNe2w6wcSUQ36mDdHzyXFsJs/5Lo2RLxz0+ODGT9Fc9BrbR93D8J1f58pNp/G7qhpeKm5jsn8YJ7ZP48T2jue+n7+Gt/On8Ha+TYH9NiOtP/CR/UW2+iq54iQHZ++x+Up1G8MDdZjOGsqBMj/Q7sKOOLCiudQU1uAqTnBSy2h8keMOqifoiBJxxFjraWfx1GeIOCI4bQsXFk4sHIBhOpleOYkfTzvnsFnKhMymUzatmz6OgTKfcPC89lZmpf8w7M41UJZqb29n48aNfV2G9AOTJ0/G4/H0+Psos5IuyqxkG2VWsk0mZNY0TTy5PlwuBzZgY2Nhk7AsLNvC4XDicbgBm44nWNC5eW/v+89hOvA6vBgJcLtcODDBNrETNnbc6vjPtrFtcBgmFh2nRe94nc4XAoyO5Cb3DQAAIABJREFU6wKy754kY//7rY57ko/t/afDMDrutfe9rL338c6yjf2m66sfKl0qMAwO+5PJSD4FGzANC8sAw2VimTY4DaKxOA6XhT8cIGHt/VQNAwwbTLvjNUwwDRvTMIjaUWyr49+GYe59EwMMg1g0QcgfOGw9mZBZkVT0Vmal/8j6JpZlWQQCAVwulzq48rH01l8BlFlJF2VWso0yK9lGmZVso8xKttGeWJKqrG9iiYiIiIiIiIhI/2f2dQEiIiIiIiIiIiJHoyaWiIiIiIiIiIhkPDWxREREREREREQk46mJJSIiIiIiIiIiGU9NLBERERERERERyXhqYomIiIiIiIiISMZTE0tERERERERERDKemlgiIiIiIiIiIpLx1MQSEREREREREZGMpyaWiIiIiIiIiIhkPDWxREREREREREQk46mJJSIiIiIiIiIiGU9NLBERERERERERyXhqYomIiIiIiIiISMZTE0tERERERERERDKemlgiIiIiIiIiIpLx1MQSEREREREREZGMpyaWiIiIiIiIiIhkPDWxREREREREREQk42V9E8u2bSKRCLZt93UpIt2izEq2UWYl2yizkm2UWck2yqyI9JWsb2JFo1HWrFlDNBrt61IAWLt2bV+X8LFkc/3ZUnumZXZ/2fIZHo7q7xnKbM9Q7T0nEzKb6Z/R/lRr38uEzB6r/vid9Md5SrfeyOxA+R4GynzCwJpX6TlZ38TKNOFwuK9L+Fiyuf5srj1TZPtnqPoHnmz+zFR7/5ZNn5FqlY+jP34n/XGestFA+R4GynzCwJpX6TlqYomIiIiIiIiISMZTE0tERERERERERDKemlgiIiIiIiIiIpLx1MQSEREREREREZGMpyaWiIiIiIiIZIz2aIx/tISxbbuvSxGRDKMmVppYtk1jOErJmHE0hqNYWuFKFlF+Jdsos9Kfdea7NhBRvkW6QctM/7O8tpEnm8JUB0J9XYqIZBhnXxfQH1i2zZbWIIte20htMEqFz82dp41nbKEP0zD6ujyRI1J+Jdsos9KfKd8iqdEy0z91NiLVjhSRA2lPrDRojsSSAydAbTDKotc20hyJ9XFlIken/Eq2UWalP1O+RVKjZUZEZGBREysNYgk7OXB2qg1GiSX0twPJfMqvZBtlVvoz5VskNVpmREQGFjWx0sDlMKjwubvcV+Fz43JoF2bJfMqvZBtlVvoz5VskNVpmREQGFjWx0qDY4+LO08YnB9DOY/GLPa4+rkzk6JRfyTbKrPRnyrdIarTMiIgMLDqxexqYhsHYQh8Pnz0JfyhMXo6XYo9LJ5OUrKD8SrZRZqU/2z/fsYSNy2Eo3yJHoGVGRGRg0Z5YaWIaBoO9bhq2bmKw162BU7KK8ivZRpmV/qwz3xW5HuVbpBu0zIiIDBxqYomIiIiIiIiISMZTE0tERERERERERDKemlgiIiIiIiIiIpLx1MQSEREREREREZGM12tNrKVLl3Luuefy6U9/mkcfffSgx59//nnmz5/Pv/zLv3DjjTcSjUZ7qzQREREREREREclwvdLEqqurY8mSJfzpT3/i6aef5rHHHmPz5s3Jx4PBILfddhuPPPIIzz77LJFIhKeeeqo3ShMRERERERERkSzQK02s5cuXM3v2bIqKivD5fMybN49ly5YlH/f5fLz44ouUlJQQCoVobGykoKCgN0oTEREREREREZEs0CtNrD179lBaWpq8XVZWRl1dXZfnuFwuXnnlFc444wyam5s57bTTeqM0ERERERERERHJAoZt23ZPv8n9999PJBLhO9/5DgCPP/44a9as4bbbbjvk83/2s59RXV3NPffcc9TXjkQirFmzJq31ysAzffr0XnsvZVbSQZmVbKPMSrZRZiXb9KfMvtke5ff1QRZXlVJgxXrsfaRv9WZmpf9w9sabVFRUsGrVquTt+vp6ysrKkrdbWlpYs2ZNcu+r+fPns2DBgpTeY/LkyXg8nvQU/DGsXr06qxfGbK4/22rPlMzuL9s+wwOp/p6lzKaXau95fZnZbPmMQLVmkkxczx5Nf/xO+uM89ZSeyuyej2qgfh1V46oYnudL++tnkoGUt4E0r9JzeuVwwjlz5rBixQqampoIhUI899xzzJ07N/m4bdssXLiQ3bt3A7Bs2TJOOumk3ihNRERERERERESyQK/siVVeXs6CBQu49NJLicVinHfeeUydOpWrr76a6667jilTpnD77bdz7bXXYhgGVVVV3Hrrrb1RmoiIiIiIiIiIZIFeaWJBxyGC8+fP73LfQw89lPz32Wefzdlnn91b5YiIiIiIiIiISBbplcMJRUREREREREREPg41sUREREREREREJOOpiSUiIiIiIiIiIhlPTSwREREREREREcl4amKJiIiIiIiIiEjGUxNLREREREREREQynppYIiIiIiIiIiKS8dTEEhERERERERGRjKcmloiIiIiIiIiIZDw1sUREREREREREJOOpiSUiIiIiIiIiIhlPTaw0iVsWtcE2yiaMoTbYRtyy+rokkW5TfiXbKLPSn3Xme1egWfmWjGXZNo1hPyVjRtAY9mPZdrenqQm2dnsaERGR/Tn7uoD+IG5ZbG7bw6I3n6Im2Ealr4A7T/4CVQVlOE31CSWzKb+SbZRZ6c+Ub8kGlm2zpa2e6994IpnTe2Z9ibEFpZiGkbZpREREDqStoTRoCPuTG5sANcE2Fr35FA1hfx9XJnJ0yq9kG2VW+jPlW7JBcySQbEZBR06vf+MJmiOBtE4jIiJyIDWx0iBuJ5IDcqeaYBtxO9FHFYl0n/Ir2UaZlf5M+ZZsELUOndOodficHss0IiIiB1ITKw2choNKX0GX+yp9BTgNRx9VJNJ9yq9kG2VW+jPlW7KB2zx0Tt3m4XN6LNOIiIgcSE2sNCjx5nHnyV9IDsyd568o8eb1cWUiR6f8SrZRZqU/U74lGxR7crln1pe65PSeWV+i2JOb1mlEREQOpBO7p4HTNKkqKOPB0y4mbiVwmg5KvHk6AatkBeVXso0yK/1Zl3zbCZyG8i2ZxzQMxhaU8sjcS/CHQ+R5cyj25B7xBO37TxO1ErhNx1GnEREROZC2iNLEaZpU+Aqo27CVCl+BNjYlqyi/km2UWenPOvM9LLdY+ZaMZRoGg715NGzZwWBvXreaUZ3TVPoKuz2NiIjI/rRVJCIiIiIiIiIiGU9NLBERERERERERyXgpN7ECgQC33norl112GS0tLdx8880EAoGeqE1ERERERERERAQ4hibWHXfcQUFBAY2NjXg8Hvx+PzfffHNP1CYiIiIiIiIiIgIcQxNr/fr1LFiwAKfTSU5ODnfffTfr16/vidpERERERERERESAY2himQdcISeRSBx0n4iIiIiIiIiISDo5U51g5syZ3HXXXYTDYV599VUeffRRTj755J6oTUREREREREREBDiGPbFuuOEGfD4f+fn5LFmyhAkTJnDjjTf2RG0iIiIiIiIiIiLAMeyJ9corr/DNb36Tb37zm8n7nn76aT7/+c+ntTAREREREREREZFO3W5ivfjii8Tjce68805s28a2bQDi8Tj33XefmlgiIiIiIiIiItJjut3EWr9+PStXrqSxsZE//OEP+17A6eTyyy/vidpERERERERERESAFJpYnYcQPvroo1x88cUpv9HSpUu5//77icfjXHbZZQe9xgsvvMB9992HbdsMGzaMxYsXU1hYmPL7iIiIiIiIiIhI/5PyObG+/OUv8/zzzxMIBABIJBLs2LGDBQsWHHaauro6lixZwpNPPonb7ebCCy9k1qxZVFVVAeD3+7nlllt44oknKC8v5xe/+AX33XcfN9100zHOloiIiIiIiIiI9CcpN7EWLFjAzp07qa+v5/jjj+e9997j5JNPPuI0y5cvZ/bs2RQVFQEwb948li1bxre+9S0AYrEYP/7xjykvLwdgwoQJLF26NNXSRERERERERESknzLszjO0d9NZZ53Fc889xy233MIVV1yBZVnccsstPProo4ed5oEHHiAYDCb31vrLX/7C+++/z+23337Qc8PhMBdddBGXXHIJX/jCF45aTyQSYc2aNanMgshBpk+f3mvvpcxKOiizkm2UWck2yqxkm/6U2Tfbo/y+PsjiqlIKrFiPvY/0rd7MrPQfKe+JVVZWhtPpZNSoUWzcuJFzzjmH9vb2I05jWRaGYSRv27bd5Xan9vZ2vvnNbzJx4sRuNbD2N3nyZDweT0rT9ITVq1dn9cKYzfVnW+2Zktn9ZdtneCDV37OU2fRS7T2vLzObLZ8RqNZMkonr2aPpj99Jf5ynntJTmd3zUQ3Ur6NqXBXD83xpf/1MMpDyNpDmVXqOmeoEPp+PpUuXMnHiRP72t7+xYcMGgsHgEaepqKigvr4+ebu+vp6ysrIuz9mzZw8XXXQREyZM4D/+4z9SLUtERERERERERPqxlJtYN998M+vXr+fUU0/FNE0uueQSrrzyyiNOM2fOHFasWEFTUxOhUIjnnnuOuXPnJh9PJBJ8/etf55xzzuGHP/zhIffSEhERERERERGRgSvlwwmfeOIJFi1aBMDPf/7zbk1TXl7OggULuPTSS4nFYpx33nlMnTqVq6++muuuu47a2lrWrVtHIpHg73//O9Cxa6r2yBIRERERERERETiGJtbLL7/M9ddfn/IbzZ8/n/nz53e576GHHgJgypQpfPjhhym/poiIiIiIiIiIDAwpN7GGDRvG1772NU466SRyc3OT919xxRVpLUxERERERERERKRTyk2soqIiAKqrq9NejIiIiIiIiIiIyKGk3MRavHjxYR/77ne/y89+9rOPVZCIiIiIiIiIiMiBUr464ZFs27YtnS8nIiIiIiIiIiICHMOeWHJolm3THIlRMmYcjeEoxR4XpmH0dVki3aL8SjaybJvSkWOoDURwOQzlVvqNznVyLGEr2yLdoGVGRGTgUBMrDSzbZktrkEWvbaQ2GKXC5+bO08YzttCnAVQynvIr2SiZ25XblVvpV7ROFkmNlhkRkYElrYcTDlTNkVhy4ASoDUZZ9NpGmiOxPq5M5OiUX8lGyq30V8q2SGq0zIiIDCxqYqVBLGEnB85OtcEosYTdRxWJdJ/yK9lIuZX+StkWSY2WGRGRgSWtTSzbHpiDhcthUOFzd7mvwufG5dAuzJL5lF/JRsqt9FfKtkhqtMyIiAwsx9TEqqurY926daxduzb5H8CSJUvSWly2KPa4uPO08ckBtPNY/GKPq48rEzk65VeykXIr/ZWyLZIaLTMiIgNLyid2X7JkCY888gglJSXJ+wzD4B//+AejR49Oa3HZwjQMxhb6ePjsSfhDYfJyvLoqimQN5VeyUWdufzF7FO4cn65GJf3G/utkXWlN5Oi0zIiIDCwpN7GWLl3Kiy++2KWJJR0D6GCvm+1rP2Dk9Ol9XY5ISpRfyUamYVD/0VamK7PSz3Suk0Wke7TMiIgMHCkfTlhcXKwGloiIiIiIiPQo7U8nIgfq9p5Ynee9Ov7447njjjuYP38+Tue+ySdNmpT+6kREREREREREREihifXv//7vXW6/+OKLyX93nhNLRERERERERESkJ3S7idXZtKqtraWioqLLY5s2bUpvVSIiIiIiIiIiIvvp9jmxWlpaaGlp4ZprrqG1tZWWlhZaW1tpaGg4aC8tERERERERERGRdOr2nljXX389r7/+OgCzZs3a9wJOJ/PmzUt/ZSIiIiIiIiIiInt1u4n1m9/8BoDvf//7LF68uMcKEhEREREREREROVC3m1idFi9eTEtLC6FQCNu2SSQS7Nixg1NPPbUn6hMREREREREREUm9iXXvvffywAMPAOBwOIjFYlRVVbF06dK0FyciIiIiIiIiIgIpnNi909NPP81LL73EvHnzeO6551i8eDFVVVU9UZuIiIiIiIiIiAhwDE2sQYMGUVZWxpgxY/jwww/5/Oc/z8aNG3uiNhEREREREREREeAYmlhOp5MdO3YwZswYVq1aRTweJxKJ9ERtIiIiIiIiIiIiwDE0sa699lp+9KMfccYZZ/D8889zxhlnMHv27J6oTUREREREREREBDiGE7ufeeaZnHnmmUDH+bE++ugjJkyYkPbCREREREREREREOqW8J1YgEODWW2/lsssuIxKJ8Kc//YlgMNgTtWUVy7ZpDEcpGTOOxnAUy7b7uiSRblN+JRtZtk3pyDHUBiLKrfQrnetkZVuke7TMiIgMHCnviXXHHXdQVlZGY2MjHo8Hv9/PzTffzD333NMT9WUFy7bZ0hpk0WsbqQ1GqfC5ufO08Ywt9GEaRl+XJ3JEyq9ko2RuV25XbqVf0TpZJDVaZkREBpaU98Rav349CxYswOl0kpOTw91338369et7oras0RyJJQdOgNpglEWvbaQ5EuvjykSOTvmVbKTcSn+lbIukRsuMiMjAknITyzS7TpJIJA6671CWLl3Kueeey6c//WkeffTRwz5v0aJFPPnkk6mW1adiCTs5cHaqDUaJJbQrs2Q+5VeykXIr/ZWyLZIaLTMiIgNLyocTzpw5k7vuuotwOMyrr77KH//4R04++eQjTlNXV8eSJUt48skncbvdXHjhhcyaNYuqqqouz/nxj3/MihUrsu5qhy6HwdzKIs4fXskgl4umWIzHd9ZgGB27OGtXZslkh8uvy2Fg2TbNkQjRRAK3w0Gxx6M8S0ZwOQwqfG5KvG6+XjWcQS4X/kQCr0P5lOx2pHWyiBysczzYv5FV4XMnl5mEZRHx29gJMBzgyTNwdOMP8CIikplSXoPfcMMN+Hw+8vPz+fnPf87EiRO58cYbjzjN8uXLmT17NkVFRfh8PubNm8eyZcu6PGfp0qV88pOf5Jxzzkm1pD5X5Hbyw6oqrKedVD9kYT3t5Ptjx/L4pg/Z0tqqk0tKRjtUfn9YVUWhy8GW1laufOkFPr/sWa586QXlWTJGscfFL+ZO5Nbx+7IbftLEbDZJWFZflydyzApdDn5QNbbLOvkHVWMpdDn6ujSRjFTscXHnaeOp8LkBkufEKva4SFgWgTqLtb+N8M4vwqz9bYRAnaVxQkQki3W7iXXJJZdw6aWXcuWVV/LGG2/g9Xrx+Xy88847XHXVVUecds+ePZSWliZvl5WVUVdX1+U5V111FV/+8pdTLD8zJIKw4bEIkZaOH/eRFptNj0eZUzSEhSteozkS6eMKRQ7vUPnd8FiEaAAWrniNmr1XH60JBpVnyRimYVCCm+onEwdkN0rEr0arZK9oADY+Fu2S642PRYkG+rgwkQxlGgZjC308fPYknvqXaTx89qTkSd0j/r3jgsYJEZF+o9uHE371q18F4Pnnn8fv9/OlL30Jh8PBM888Q0FBwRGntSwLY79DkGzb7nI7HdasWZPW10vFuOGTkoNjp0iLzVCXl5pgEH8oxPa1a/uoutStXr26r0s4Zsda+/Tp09NcydH1ZWb3d7j8WnE72cDqlA15zub8QvfrH8iZ7TRh9AmHzW625CBb6jyUVGsfiJk9lu+3r3KdTVnsrVoHYmaPVablZ/ve/3+c5SnT5qk7+lNmt7V3HB66efNm6hL9/yT92Zi3Y7X/vPZFZiX7dbuJNW/ePAB+85vf8N///d/Jk7mfccYZXHDBBUectqKiglWrViVv19fXU1ZWdiz1HtbkyZPxeDxpfc3uivotPEXhLoOkp8igKRam0ucjLyeHkVmygK5evTprVybZVntfZnZ/h8uv6TSo9Pm6NLIyPc/ZloEDZXr9mZLZTsG2BJ4i45DZzeTPsVOmf99Hki2192Vmj/Uz6otcZ8v3CdlV67HItPVsd2Tyd3Ksy1Mmz1Om6anM7vmoBurXUVVVxbA8X9pfP5MMpLwNpHmVnpPyObGam5uJ7Hc4USAQoLW19YjTzJkzhxUrVtDU1EQoFOK5555j7ty5qVeboVw+g+Mv9OAp6ti7zFNkUPkFeKx6A3edchrFWbYxIgPLofJ7/IUePHkGd51yGpW+jg2HSp9PeZaM4skzGH+Bu0t2J1zgxpOnE2BL9vLk7c2xci3ysWl5EhHpf1K+OuFnP/tZzj//fD71qU9h2zbLli3j/PPPP+I05eXlLFiwgEsvvZRYLMZ5553H1KlTufrqq7nuuuuYMmXKMc9AJjBMA1+ZyQlXeYlFY7gMF7Zlc9vxp+DKN9J6NTfbssEfxY4nMJwOyHNjmBqI5djtn99wMIo314WZMLBaYLSzgN+deTZhK4HL3Hd1QuVQMoGJgcMZ44RLvGBAwmXhzjUxMbDbIsqnZCWHaeIrtTnhMi8kAAeY+XZWX01NY4akwrZsEn4bOw6GExx5xmHzcrRsOUyT3HKY9DWPrk4oItJPpNzE+va3v82kSZNYuXIlADfeeCOnn376UaebP38+8+fP73LfQw89dNDzfvKTn6RaUkYwTAOXD2KNsPv3YeLNNs5ig8qrPJgVdlo21mzLxt7dTvSBVdhNIYxBObivnQFD8rUxKB+LYRq48wy27tzO6Pg4dj3cNcOFFZ5kxpRDyQS2ZROttWh42CbeHEpm1cgBu1b5lOxlWzaJPVBzwHrYkaZtid6mMUNS0blur3k40iX/7grzoLx0N1sO08R35NP3iohIFjmmP0OcffbZ3HTTTdx0003damANFAm/Tf3vE8SbO467jzfb1DwcIZGuK6D4o8mBGsBuChF9YBX4o+l5fRnwKouGJjcc4TAZVg4lAyT89iGzSpvyKdntcNlO27ZEb9OYISlIKf/KlojIgKR9adPIjpMcdDvFm23sRLpeP5EcqJP3NYWw42l6AxnwnIbrqBlWDiUTHG59S8JSPiWr9fS2RG/TmCGpSCX/ypaIyMCkJlYaGU5wFnfd1dlZbGA40vX6DoxBOV3vG5TTcQ4AkTSI27GjZlg5lExwuPUtDlP5lKzW09sSvU1jhqQilfwrWyIiA5OaWGliWxamGaLia67k4Js8j0W6roCS58Z97YzkgJ089j/PnZ7XlwGvpqWayqs8XTP8NTemGcK2rI4nKYeSARx5xsFZvdKNne9UPiWrOfIMKq88MNtp3JbobRozJAWHXLcfblv6UNm6Zjq2L+VT/oqISBbRWj4NbMvCrq0h9siDkFfIkC+fh1FSieFxHPGKKqkyTAOG5ONZeKqu8CM9IhAM4J5gMuw7XuxIAruhBuuJvxLzt+K64hqoqMQwTeVQ+pxhGrjKYOg3DOz2MPibsZ97EWPeuVBRoXxKFrNxuhoZ8uUwuHMgGsLh8gIlQPblWNsukgrDNHBX7N0O2Xs1wcNtSxumgV2Ri/vbM6GtHdvfSuyFx3HNOxe7c3tFRET6HTWx0iHgJ/r2W7T/23eIOZy4EnHylz+L5/SzMMz0Xg7FMA0o8GThZqxkMtu2iIWaGTeyhFioEQcuEg/+DDu/gPZ5nyWel48rGKI4FMSRm6ccSkYwQgGspf+NffpptI8YQnz4BbjaWikKB3EW5Cufkp0CfmJvLqd9zul7tymc5C9/Bc/pZ0F+dl5iTWOGpMIwDZwFR0+LbVvEQw0kQk0Y4QC8/DLs+IjY7l24r7s+ubwkEglaQlGiNrgNKMpx43DokEMRkWylJlYaJIAdp5zJ95ZvpTYYpcLn5iennk2paVBk25iGNtskc9m2RaBxM9vfeoDc4y7AtErIySmiYNYp7DzuJBa9U01tsIUKn5s7B5cz1qdMS2awLYv4Z+aywyjkB69uS65/7zy1mJJwmHAigdvhoNjjUWYlaxxqm+Knp5zJGPpmo82ybZojEaJaniSDJKwEjYE2QqEAVqKdwEePMepfL8b5zIvYOz6CeLzjeYkEW1uDLFq+ed8YMaeKMYU+NbJERLKU9rNNgxbDwfdWdGxsAtQGo9z4+iY+bPOzpbUVy87Sy2LLgBALNbP9rQcwT/wWC9bv4fxXV3HNa8tpnDV3bwNrX64Xvb6J5kisjysW6RA3IzTEo/xgVe1BOV3f3Mrnlz3LlS+9oPWwZJVDbVN8b8VWWvrgzO6WbbOltZUrX3pBy5NkDMu22drWyjWvvc75r65iwfo9mCd+i+3rHoWzz8AoHgTOjpZvSyiabGDB3jFi+WZaQtG+nAUREfkY1MRKg5hNcnDsVBuM4nW6WLjiNZojkaO+hm3Z2G0RrKYgdlsE29IGovQOKxEl97gL+ME7a6kJBplcPIhbJ57I4LDFrccPZ/Kg3ORza4NRYgllUzKDZVvYrvzk+nfyoFwemDGWX54wminuXCYXD6ImGOz2elgkExxumyLWB6ve5kiEh9et4daJJ/LkyWdx68QTeXjdGi1P0iO6uy3cHImwcMVyaoJBAGqCQX7wzlpyj7sAOz+34xyeuXkARDNoeRIRkfTQ4YRp4DKgwufuMkhW+Ny0RSPUBIPErMQRp7ctG3t3O9EHVmE3hfZduWdI/mFPfGrZNv6QTTwBTgfk5RjavV+Oielw4y0YysIpo6nI8TEsEMN+6G3sphDjB+Xw0ytO4HvUsKYpQIXPjcuhnElmMJ1ujFg9FT43JV4XPx1Tie+R95Lr0fuvmcl6d4J717591PWwSKY43DaFK8VVbzq2E+yExaKKCeT+9gPsphCDB+Ww6Iop0Hm1WpE0SWVbOJpIJBtYnWqCQUxfCY6cXIzc0uRJ3d2HWJ7mVhbhNlw0tVvahhYRyULaEysNirwefjpnLBW+jstFV/jc/GDmKP5rw1oqfT5c5lEOAfBHk4M2gN0UIvrAKvAfeldny7bZ3WRx19IwP3o8xF1Lw1Q3JdgTCLAn6CeuH2uSAoe3iLhVzrLXc6HZSDawoCOLvkfe49/HVHScl+XU8ZiEqAnW0xhuwbL1Q0b6jiunmEH5g/nJnLF8d9yQZAMLOrJrPbiaooCXRZNOw2WY1ASCNIbDOhRKMlrHNkVVl22Kn86posjr6fZrHGo7YXeTlXL2C2IGuY980GW5yn3kA/Kj+sEv6WHZFu3hRuKt/qNuC1uOKRbcAAAgAElEQVS2RWO4BbCo9Pm6vE6lz0dOTjGuvNIuVyUsyuk4B1bn8jS3sohvHDeWJc9GP9ayIb3HaLaJvxnv6zJEJIOoiZUGTqeTMQU+HjxzAo+fM4WF04fw67WraYyE+cnsUyh0u444vR1PJAft5H1NIez4oZtR/pDNAy9EaPJ3DLhNfpsHX4iyqSnMtS+vZEtrmxpZ0m2BsMGD/4jS5LcpcNmHzOL4fC/fPnEID69by9b2ADeuvpfLXvsRm9t2qpElfcYGqu0ID2x+iJE5jkNm1+ew+ePLFluaw3zhb//gqhdfY0trm36wSMYyHSZul58bZvj41ZlDuWGGD7fLj+no/iZb+yG2Ex54IUJ7KLXcOxOHHhOcOuWBpIFlW9S2buaXL15Km7/uiNvClm2xuW0nl732I258+05+NGNaspFV6fNx1ylzGJxbgGF0XU4cDgejC3L45RkTeeCsCXxryige3rvNA/uWDX+Ky4b0Hs9yiPwq3NdliEgGURMrTZxOJ6YjypL19xOhjm9MreLb00bw4Kbf0RptP+K0htOBMSin632DcjCch96DK54gOfh2avLbFLo91ARD3LhiNU3h0CGnFTnQ/nlqixmHzOJGfzs3rniTf9bUccdb67h87PnUhBr47lt30xxp64uyRWiOtHHD6iW8UreKjaEdh8xuW8ygyW/jc3T8MaEmGGLR8rd0Th/JWM2RNr71xn9y3Vu3cPXKhVz31i18643/TGldG4tbh9xOiCVS+6ND3HHoMSF+mFMdiKQiEGnm98sX0BysoT3edMRt4eZIG999625qQg2sadnMvR8+wA0njuHJeefwmzPPZmxhMY7DHPnQGo/zrX++zjUvv0prJHbIZSOuv8dlroQN+n5EZD9qYqVR1IrxSt0qbli1mGtWfJ8bVi3mlbpVRK2j7AKb58Z97Yzk4J08D0Ce+5BPdzpgUF7XDchBeQat0Y4fZTXBEDH9lVS6af88PbUWopdP75LF4BVTuXfr5uTza4IhCt0FHf8ONRw93yI9JGrFqAk1APDzHY8TuGJ8l+xGL5/OU2u7rh9h7zoyxR/zIr1l/1x3SnVda5qJQ24nmEZqe2m3uSB4xdSDxoT2I+9gLtIt8USU5mANAM9u/RWxK8Yedlv4wOViTctmvv3W7ZhmhMFe7xHPaRVNWNQEO/642xqNHHLZcOoXkYhI1tCJ3dPIbbo4vXwG84d/igJXAW2xNpbufB63eeSP2TANGJKPZ+Gp2PFEx1+d8tyHPal7Xo7BtWd7kocKDMozuGCuwZJ16wCo9OXg0l9JpZv2z9O2Bps/b3Vz2YI5eLCImwZ3rv2ANc0tyedX+nIocufz4CmLCcWDeM1DN1tFeprbdFGZU0JNqAEb2J4f4rgFM3ElHOxuh798AK1h+Mpck3v2rh9h7zoyhUOzRHrTsW5LdHkNZ5hL51r84Z+e5HbCpXMjuJ0m0P1zaxkOgztrtnLR145jsNNNYzzKn3ZvZeGQqccwZyJdOR1uin2VNAdr+Kj5A/7AzXzuqgUMyavCdLm6bAvvv77vVJlT0q3lwu0wqfTlUBMM8duN61gwdwaP/ZPksnHt2R7ycrTdLCKSLdTESqNCdz7XjLucG1euoCYYpNLn4yezL6fQnX/UaQ3TgAIP3RlCTcNgyCCThfO9xBIQJ87P3n+Xtc0tVPpy+Mkp0xnkzTn6C4nQNU+BUJTcHDfuvVfqcdo2V06awIbWNmqCISp9OfznKdO5f80a/llTs/c8FEMo9Ni6so/0umJPAXedtICHNj/FV0adz+2r3qMm+A6nVw7h+imz+NpZDhwOaI0Hadp7+GClL4c758yk2NP9H/IivenjbEt08nnyKczdxVc+UYPbUUA00UZhbh4+z7CUain2eLhy0gQWLX8rOQZo+ZF0yfUUc9mcJclDCtsiDTgKfRiFvoPObVXsKeBnM29IHlJYmVPCz2beQLGn4KjvU+zxcOecmSxa/hZrm1v4r60f8O3PTMNpmHicJvm6OqH8f/buPDyKIn/8+Lt67skBOTiioCgoKIhgUA5ZORZURETEg8UFBQEVlfVYFBF/LHgjinihIB6w+kVlURc8llVEXVBEVAQFOQTkCCEkIcdc3TNdvz8mGTJkIgmEZAbq9Tw+MjPdnerpT1dXf6a6SlGUhKKSWLWoSDcijU4IT/c74ZuvmdurDxnOw8xQeBjSlFCqR3pqiWQ7qe7wBT5oWrin49mMO/csbJog3enCergZERUlisTQPOgWL3bNDSQB4UZdywapvNKrO4FQEE0Inlr7PV/mhLv/53i9jP/6f2Ux7qy81UPi9o96GCrKkUi3NOSxM26l0OtjSpuOPLttA1/k7GFT0X+Y26sPDZxOUmQSr/TujhEysVk00hwOdcOixK0i3eC1DRuY0qYjmVYH+4MBXtuwgXvP61TttoQmNDJTmuGyFxIM6VgtTUhypKGJmvVAjFwD1PmjHAFTmhQGPOhmELtmJc2RFBWDmtBo2qAV43q/id1nQTMFQrMipODQX3U1odEqtTlvdH+owvZSqxXTmhBkOh2M79gWp9VKsa7z4JovyQ/4mdurD5qo3H5R4ogaIUVRlEOoJFYtkdJEDxqRBFa5HK8XPXR0MwVKUyL3lESmHo6ME3BSCkITWDULjd3JR/U3lBNXeMafvdyzah45vkKyXGk81Xk4rVKbogkNTQgyXOEGXo7HE0lglcvxejFizIZ5uLhVlKNhSpNdJftJKTCRr/5IgwIfDdNdTBtxLveylvWFBZG41ISImWRVlHgkQyb3Nm1N0qvrkAU+MtJd3DviHGQNx3HThEaKM+Ooy6POH+VIhNsWudyz6o2DbYsLhtEytQmWCo8ACilw7dfQX15N8DBtBU1oZDgbHlF5/KEQd638qtL7sdovShwSUFxsYrEKktyqDakoJzo1KEgtkNLEv38LhPyR6X7LZbndaKLqnxCkNPH48inx5pHnLSXH4yXf74+e/r1UjyQCIDzlsP7ydxjFfjVNvHLUCgOlkQQWQI6vkHtWzWO/70BUXOZ6vdiExtt9+zG3Zx+e6HIh7dLSyXK7scXq+VdF3FKq1+XuKcepwkAppQdKcb36S1SMJb22juc7dOX6VmfEjssyppTk+/2x69wy5fVzsScHjy8fKdVg8Mqxl6pD0mvrKsV1aj1VndU5V+pC+fl4yukZ6nxMAIUBTySBBWVti2/nU+AtiD52NWgrVIzFQr+ffN/BuAyZoUr1dcXlNSG4KCsrantVtl+U+FJW5Xy8NMD/Vqg2pKIoqidWrQh6C9m2+G4aXjGTB7I78siaHyLjWDyQ3RFRxWxAUprkFW1hxbqXaHnm35i8Zm3UmBMtG6SiCYEMhiIX98i6BT5KvAEK0CPLKcqRCASNSCOzXI6vEG+giL26FonLi7KaMOLsM5n49XeROJ3U6VwynY6Y46NUFbcyGKrW2G+K8kcCQYMGmiNmjBV5A1x8ymmkWGNf4kwp2VpUXGmcn4p1aXn9/P5Xd1HsySE1KYsr/zSDRg1aVRqrRVFqk2ZKQjHiWquHWYerc67UBXU+Jh7dDMZsW/i8BQSFBVtSuJdgddsKFWMx3elgbLuzePi7HyNx+UTXbHZvn8+aX+eRmpTF4B4vUmA2jIrdx7p2Aqgwpmd3Nb5bHHtp3VYgnMMykfgDEsNQP94riqJ6YtUKGdJJPrkzjcVJdCCddzr34e0+ffjbuWew4LfPsFTRwPL6C3n/q7toddoQJq/ZHJn+N8fr496VqyksG4g4qInIlMPlRLoLi90StZyiHAmbgBtO78Hn3SaxsutkPu82iRtO74FFS46Ky8taNI8ksCAcpw9/t5Zkmz3mzYywWmLGrbCqXz2Vo2cTUGQGYsZYmsuJUSop1g3MGL01CgOByI0NVK5z4WD9XOwJPz5b7Mnh/a/uwusvrLQ9RalNoSqu+aEaPoYtTYks0jHzA8giPTxGYQ1V51ypC+p8TDx2zUqWK41zGp7C3HNH88F5dzKv4y3YjQAydLA3TXXbChVjcVjrVpEEFkCGw0GgFC5ocTt/6b6AJEcmuaWFlWL3/q+/4+8dsvmgX3/m9upDywYN1I/AcSzXF65nthf5MCWUGurRT0VRwlRPrFogrMmc3OYujKc3IPMDiAwHzcacyeLirdx8Vl/SHEkx1wuZOsWeHOz2dHK8uVGf5Xh9GGXjXxTZTCwj2uN+7afI2ELeEe3Zp4Wiljsa5QNwtz2pJbI4oAbgPoE00JyMbdAD45lfCeUHsGU4GHtzD/bjizT+AFLt9qjXUBanphlzAHeS7dhv7lR5TKxke13vonIcaiAslCYJ9JvaYZ+7PhJj1lHZCBPOlHY0ryCgeXA5o2d100Nm7FiuUJeW188VFXtyCJnqUQbl2PLYNVLHno/I94HDAoEQMsNFsV2jun1GwmMSetFn/Rppl9hvbQ0nuWt0ba/OuVIX1PmYeNIcSbzQeSQp+QLXnJ3I/DwyMhxYbmoGDSu0A6rZVqgYi01dLqac1ZYMqx0fJqnWFHa8bfLDgQCOhs24eNDTeJxecrw7o7aR4/UhJTRNit0uV+KQFKzNMzgDJ2oEFUVRyqkkVi3QAg6M2euR+eFfDGR+gODsTdx6z5854AiQ6yuKOSuLRbOTmpSFrheQ5XZFNRSz3C5slvCyJiZP5fzG0JFnkWG1kx/UeWvPb1zqaB613JE6dADuQLoL25jzCGaA3ZWquuof5yx+G8bL0fFrvPwr6fecFRWXxboeM05dFi3mAO7ipBTESSk4xl+YMLMTSmmi+woxQzqaxY7dlabiP07ZXKk09RchUh3YrjsX7BpSgtBDGK+sCT+Oku7CPiYbebKMiju7RYsZy1ZMpDQRQovUzxVvnFOTsrBoKgmrHFvOkBXTG8B8+2ByVrsxG2dSDZpsJUYkgQXhel2f9SuOe9tBg+rHcFXnytG2O2pKnY+JRxMazWiAPvfnqDgMzd2F/d52keWkkJRkWnDe3RmrCZrNgkh2VGorlMdihsPBaaUgX90QOT/E8GzsSTYCByBwQLL9PRdnDHfERewqR6vC8RJUmrVSUZQTk6rJa0PQjFygy8n8ACIkeezH9xnw38e58csX2FKcG/Voi9uZxpV/msGWbQuYkn0GWe5wd+ryMSfKn9NPsoQYekYWkzf8zOBVK8P/P+M0Ptq+M2q5IxZjUE1j9vf49m6npGCLGjz1eFdF/GohwROd20bi8qPtO3m0a6dKcZqiU+WgrEITiFQHWrobkVq5URpPpDQpKdjCyg9u4PMFl7PygxtU/McxITScac2xhqzoz29Cf3ojwhfCmPfjIXXZmkqTYKQ5HEzrdn5ULD983hlsWzE5cszL6+fUpPBAwOVj8LidaXW/s8oJxREMYr6+JiqOzdfX4AgGq70NGZQx63UZrFlXhoZ2G090zY46V57omk1Du61G2zla6nxMUEFixiFlcVg+g+Ffv3yOC7+cyqA1z7FFFiJjTIhUXm/f0+pM5Jzvo84POW8NLbodXDZwQGIX9kr1fK20mZW6VxYOhX4/hQF//ZZFUZS4oHpi1QarhshwRF2oRYYDH5K/tuxPfqCE9Qd+555Vb/D6RbeRUfZoixAajRq04uJODyARzOrRjZCUWLXwdNblz+m7Hak0dRYxpWMmTns6Llsydoud+85rT5rTAUhK/AUEQzpWi50kR1pUj6/DqWpQTZslmW+X3km3gW/gcB/9NN1KfJIWUWX8oqUwu+eFBMwQFgDp59nu56FpNizCgibA9B0fA7jrvkLWLL0bX2n4l35faQ5rlt6t4j+OCaER1DgYv25LzFgsKA1QJE0auyw0cDjQhKBlg1Tm9OhCqSePoC+P3FWTKdq3jtL8XyPHvFGDVlzfZx4hU8ei2XE7Vc88pQ6YZsw4xqx+Ql1YY9frwlqzWjnoP0DR6kd5su11aM4WmP4CClc/TLD7RCx1WC+Wt5eu7zMPr78UtzNZnY8J4HBxWD6DYYYjhbvbDaKBPYk8n4dGDh9pzuhH/jQhaO6QaC5HzIkP7M6DiS9HQwEWC8kWGy/17IaGQNMEaWX1v5J4pAgP7u8NGvVdFEVR4oC6+tcCkWLFdnNrREb41x2R4cA6pjXPbdvD1FW/c2ubAUB4VhbdPPSXVAFmGgE9lT0HAvy/Vd9zy/KVbCsuifQc0IRGZkpzTktrTiOnjYZ2SSO3mwyXE5DsLdrC88uG89jH/Xl+2XD2Fm2JOZjxocqnHjYEsQfVdDfE5s7ALBuAU5oSWRzALPAiiwNHNEisEn9KXAbWMWfGjN/7Vmxmc1EpV3/yOWO//IbioBWbxYZE8NTaNQz4eAk7dR/2W8/HfmcX7KOzES0a1vkA7lJKPB6TU09ti8djIo9g4AQzpEcSWOV8pTmR+FfiU6HVj+emZuH49YZi1mX79CATVmzi9xIfBSVBDhSH8HklyfjZs3IK6Tp06PAgXXrOwuHKjBxzITSSXBkku5viF0ns9frJ90f36lKU2hayVjGwe00SUCk27LdGt0vst7aGlJr1oDJDOoY3n3QdmvgF6ToY3vx6qRfLz8fff9tPkitDJbASwWHiUDeDZDhSuO2sK5m5djO3frGSf/+2F4eXmG1NGfRRWrQp5vkRDIbPD0dDQevr7ExZt4ZJ36xhd2EAzbDhCNkT6oc15SB13BRFOZTqiVULNKuGeZIL6z3tMIMhAsCM7Xv49/b9ADRxpQOQ5UrDrh38yqWU7M83WfxhgOISSWqKgwl9OvH4xu+4d+VqXundnQynM/w3hEaKs/Kvnp5AIW+svItCb/jmu9Cbwxsr7+L23vNiLl+u4lTFGQ4H00e2x/nqwYHjPSPa8cSWn7ixyxSE1VVp3KzIwJsnpcTlI2Lhgcb9FcZicsZlOeOBKSSzir/ilnv+jAyaleLXaQ3HbI7Xx4Svv+Nv57Zl5tqfmdjpXNJsDtL9YFQYu8U2rD00cNbKAO7VOY6VzyM/A/o7yMzQEDX4xVWz2HElZ0UlslzJWWgWNeZKPNODBk/vW8oDdw0kYGokj8nGmL2mwiQY5/LcbzlkOO00lin8+z29LE4EgwY0JPvcR5GvbkQW5OFOd3HejQ8hLAdvkCrWleXTtE/rdj4tG6Qm7C/6qn6Mb6U2QcqYbEIV4tgyJpsSmyC9mtuQAnanmJSOaU6qZqXYDJKcYnKyqNkNoWZxcd45D8Hrm6s8RxKJiv26JTQBJ7lx3NsOGZThHlgptsh3btesjG59CY+s+YEcr5d2aenc27Q12oxVBGK0NTWLnW2/vU37MZMIfbgFW5eTIcWOmepgr5S0H+fAIMQjG75nvz/AhDad+OpTyZclAVJTxBG1DRRFUZT4o5JYtUSzauxzmNy6ciN7vQd/oWzqtqOJcALrqQuG0TCohRNCAko8B2+8AYpLJF99CqN7n82dq1b+4ew/ppQU+kMEgm4uaT+VFb8+y87CdUA4kRU8zK+kFacqzvH6mJW3k3HjOuNE4JMhXv79J5bn/M6vRQW82vMyHDHGzdJf/g7H+AshNb7GF5CmROYUos9ZhizwINKTsI/uDVlpqrEaQ5ojiUtO6ci3vj1M/+5AVPz+KashaXYHL150EcV6gPm//koTl4u/tW+PQ3NwV8t2iBnfRI9BNP8n7H/vhiyW4fFXrCBSRdR3H76R8EAoBBYLJCdVTk5V8zh6vbLSebT4wwDXXe0kKan6x9vuSiP74qcjjxS6krPIvvhp7C415ko88+wrZPRZfdkR9DDmq//RLi2dp/7WGb8/xD49yHO/5bC+wMML3dry8cd6VJwECnRcb2yMil/x+mbE3V3JF0HSnJaouhLCydyKPzKU18WGKbFpgjSnpdaTW9U5X2qyLVU/xjdh2vhmB1xwezesmITQ+GYztGtY/V5UhYEAz63fwGWntsBn1yjWJa+t38B92e0jP45Vhy3oRH/9+0rniG18t8OsGX9U7NcPoQloELsXVJojiVOSGpPj/R6AcaedRdKr66psa9pdaZzZ+Q5KLVaS+5+OMffzyLFsNKInZoqFJMPC0KYtsbitfLVUxmwbuNwc83pbURRFOXZUEqsWWbQQky5owcPfbmevV6ep286kC1rgtAhePf1qUt5YRrDYg+Xma9lmcyN0LXJxLVdcIkmzhWdUsWoaed5SDFPitGhI7Bgm2DQoNULc9cUu9noMmiY1YPIFj/Pl+gnsLFxHmjsL62F6j1ScqrhdWkPGpLVBPGLi32+iZWrcfFtHtqYdYF1hHrppIoMkzrhHpf5IIxVAFnjQ5yzDcXd/SE3MX4+PJU1otEptQiOHj8cvbMSEFZvZ69X5U1ZDRrY9hXu+3E2G08KIto34xwUXIBC8vq2Er3bns6j7yTSINXZLwMT/qA+5XyIyBY67nWjNNIQmwjcSe/Mw5i5CFhYj0lKx3XQVNG0UfSNRzeMYChHzPKrpDPBCaKSkt6LbwDfU7IQJxOf10jG1NXk+L1luN+sLC7jnp1Xc0jabR3/cGamLmyc7+bIkeoBhp1XGrNeshmS3oVOqC1xWM2p2KwgnsoyQWdZLK8B9X5XXxTae+FMzWjYIJ/YLAwH0kIndotV4LBZTmhQGitFNA1sIkhd+Beu3VH2+VJeqH+OeVUo6NrISeixAcL9EZEo63upAUv3HWEOm5C9nnMVDq3Ijsflg57MwazoMgFHF+FzBBJzwQsV+3NGEhttmI8vtJsfrJdPq+MO2pgRyhCDNV0po7oqoY2l5bTmOqy4lMC3IGZlOrHc6WO/SKS45uK3iEkkoRJX1tkpkxSMZdZ+hjpCiKKDGxKpVAp00B4zPPokXep3B+OyTSHOAJgOkvLgIduQgC4s5UOTlvv/tIj9gkJoSXR2npgg8IYNp3c6nRA8wZvk3PLjqR7aXhBj96Q6uWryF0Z/uIN8XIsMZHnNor8dgyrceLmw9jjR3Fjd0m0GS4497j5RPVQxwR4uzcb1gIveHG7dyv8T1gmTcqZ3Icidj1ywIqyX2uFl1OO5RdYUHqvdEv1fgQQZD9VSi+KcJjTRnEinCy987uXmh18ncdu7JTFwRTmDd3L4x09fs5boPf2Pc8t+55sx02mY42afHHoPIzCEqngJP+5HFZTdPpZ5IAgtAFhZjzF0U7mlSQXWPo8VCzPPoSGbRFkLD4c7AlZKFw63GXEkUmtBo5Eriya7dI4msd7b+zLM9z+TtS89hfHYzcnyeSnHiD8Yee8jMAZsH8v0mITMYqSvLlU/TXugPRW6EIFwX3/fVLgr9QbYWFTNq2f8Y9PFnjFr2P7YWFVd7LK3wjF07ueF/D3L5Z+O4cdVUfr/0bDg1q8rzpbpU/Rj/nEENbVYgqg7VZgVwGjWYsEVaIgksCMfmQ6tyMWUNr9la7DEzE/FOUsV+fEpzOCN19/5g4A/bmoWBYl769V0aWpJiHkvhOHjOBJ8J0LNj9A+6qSkCqckq6m0VB/GsJkl8RVGOf3XWE2vx4sXMmjWLYDDIDTfcwPXXXx/1+YYNG3jggQfweDx06tSJKVOmYLUmTkcxv99Pus9FesikhcOFxBJ+jCoUBF3CpHGYwoowNWxOg8xte8ggyLDLbJjSgrRbsYeM8OxDFiemJiAo+VeXbhCSSIvGvJ4tCJngDAp0XTKr46kUG0E8hMjQbDjR6HDBYkzTROaDP9lLwCwlIN2ETIFdg4ZOJxaLhTSHg2cv7EJpoUErZyr6/kN++dovaWxz82SXniTJADIpBfvNnSqPiVUL4x7VtnDCLbqBI9KT4jLhFi/8AT/2UmhqJtPUnoIUIAImC7s3w7SAFjRZ2CULLBqmZiMYhKcuOAUhJLYx2RgfbsLWpTmk2BGpDvT3orcv90ukYZLnLcHQTGx3XUeSz4sWMPG7M5GaFZ8Ap6+YYNCJKa24hRbzOBrCpNizjxTNhsPZALc7PM7FwTGxwq/d7urfZUlpovsKVQ+sBOL3+7F7JR1PbYNZ4MXUBC1NO4vO7wWaIGi3E9TAq5mcmtwAhwUuv8zCko8Oxok93Y5tTCeM2QfrNdvQbPQFktSRVh74dicv9DqF2T274QmaCAQSiduigRT4g6HIjVC5vR4Df0jGfARxVo9u2CyCNEd4Uo7MFk3J8eZh12ykOVIjs8oWBoq5e/V0cnzhcelyfPu5+5cXeO2SW0mZvSScAI7R1dCUksKAXqH3l71SzwJVPx574dg06XhKODZ1t4azBo/wEZSRBFY5uV9CqPo3cUEpY8ZmsIb3gcV2HTmyDa5XN0bOEd/INvjtOg1x12xj9UzFfu3zB/zYPdDxlLMwC/zobrAECpEI/BZJUEgsaNjRkCEdTVixaHaKCCGxkGIko4U0TrEk81qPPjikFduYlOg6+eZsQtKClu8nzbTzZKvbQTNjH8sMgWu6FbPAivG2TuNUjTuGuJCaiSaDIE3QDd658DQ0QyCtEt0uMXSBRYc8UyfFAnZv8MjPX6X2qfyVoiiHqJMsUW5uLjNmzGDRokXY7XaGDBlC586dadWqVWSZ8ePH8/DDD9OhQwcmTpzIO++8w9ChQ+uieEfN7/dj26ejz6lw0R1+HtImMOYeHJjVNiobY4WdpB42ZrZOQ8xZQ7DAh/hzC2ydmqHPObisdWwnhDeI/vqPkfdco7MxrEmEpvnR9kv0TEGDsQ5SXRr6UwF85Y9ujXNifBPA1tVBUXqQW/63lhyvnyy3k2ld23J6gxQ0oXFSkYvAMwLx1/B6FRvNIlPQ0CnY+sU97Pbmk33x0yRntcQx/sIKA6La43MciWQn9tG9K497kawaIbH4A35suYfE77D26B/8Cil2bJedGRWbttHZ8D87js52TCsYK+zYLj0zOtb/mo3cbcXcGo4pkSkIaCFGffVvcrwlZLlTeLHbACwyiY8WGxSX6Jx+mkbn85P48OMAxSUGLU/T6HdTb4JzDx5HcVNPpm3/P1blr+eJ9mM4JVBEUmozXNY99OtVimZNxQwW47ImA82oTgTna4gAACAASURBVHcBKU1KCrZUGgsrJb2VSmTFKb/fjy0vgF4+8PU5jbH1OwP9le+j4tRMTQIh+MeqXeQHQjx1UTO6X6qhoZHi0Pi/bfncdGoG1qu7IJwSWSrQF0hkEeQbQfZ6DHTTpMgI8urP2/gyZz8XZWUysu1p3L/yB/52bhuaJtmikgVNk2xYBDEfQdzjLWXKmi+Z3qU3NkuA2394nBzffrJcmTx9/t9pldocTWjophFJYEXW9+3HSC6b4SstlUO7GoYfbSzl3hU/HazvL2xPywbJ0YksVT8eU+H2QKBSnelvTLVvhENWYl6TQxao7qhYFiGqjM2a8KFz/65Z3DnqWjItqewPFfPM77N4rPEdNKzZpuqfiv1aFbPtMLoTRkMX+0s3Mf/HKRR6c0hzZzE0ewq7vnkOuyuT1PPHMmfzB/y90Uj2zg8SLJRY0wRNx9qxBkCGBLbr2oHDAoEQ0mFF7POgz6vQRr7tfGw39YoaE8s29E/or/0IxTq2v2ZjuyEJM98k+ImObbCB/kp0GyXwlhVZBI6/Odm11uDAdpNzRtux7fMc1fmrHBuR2jAObzsURal7dXKHtnLlSrp06ULDhg1xu91ccsklfPLJJ5HPd+/ejd/vp0OHDgBcddVVUZ/HO7sXjDnRg54b875HlAai33tlDfaewH4d8crBgVLtXU/BKLtgli8r8v0YZQmsyPpz1mAXevRjWi8GIP+QR7ee9WPrYScw00+6nkSO1w9AjtfPvV//zAF/+NGuwNN+5H6JsVjHMdqByAxfGUSmQLtNx6tvpHjfenylOaxZejdG4AAi1YGW7kakOuIzgUV4EFGRlYbj7v44/jEYx939EWrg1irZS2PE7/yfsPVtia1L80qxacxZg72nJPScH1shWFvLSAIrssw/12C76mA82e9y8I9Ny8jxhgenyPGWYAk5+OhjIzKe1dltbGUJrPDrrdtMPv7JhX57XwruvZhfb8zmwV3f0r1pZ3J8+7nvp9nkle4l4N3P6o/H8sN/hrHmw4H88J9hrP54LLqvsFr7r/sKIwksIBLv1V1fqXt2r4zMQAiE4/SV7yvHaUgnOWRhVJvG7PUY3PPlLmxOwfDPt3LrV9tp18jNP37OIdjARmAWBGaYyCLw3Wbj+d/20TTJRq7Xz/0r13HZaVkAXHZaFvevXEeO18/8jb8x8YLGNE0KpxbKx1ZxWMyYjyAW6wFyvKX8/Ztl7PIURve0Wj2dwkD4EVu7ZiPLlRm9visTW2ng4JhYyUlRnxcG9EgCC8rq+xU/URiInuRD1Y/Hlt1rxq4zvdUfQ8rrCBG4zRZ1TQ7cZsPrqP7jTg6LyaTO0bE5qXNjHJaajWVlFRr7Awe46adHGfjDBG766VH2Bw5gTcAEv4r92mX3xGg7zPkOe9AZSWBBeLKht9ZMpnmHG0hrM5B71jzD0Cb98c+3EywMX++DhRKrIWC/TnDuavRZq9Gf+QZ91mpErgdjXvQ5FXxhNTIgsF3ZDcfEK7Fd0x3jg83I7UWRNgglOoTA2gOMV2K0Ua4IJ4oDM/2c2tlG4IDEHtCP+vxVap86QxVFOVSd9MTat28fjRo1irxu3LgxP/30U5WfN2rUiNzc3Br9jfXr1x99QY9Qx1POij3wqcNS+T2LDP/iX3F5TVRaH4cl9ja1yo8YCIeo/J4WvjhrZvRnOV4/eshE9xwcb8PcaqK/o2P/qwPRzKSo+Bc2/vwMrTvfEVnPV5qDz1fK+g3bD/t91Kc1a9Yc0XrZ2dm1XJLDq8+YrajK+C27+Yn5mUUejD0t9uDYsikYU124G0CB08Py77dFLWPFSnHJwRtsp1NUGqB96zaTM7Jh+OqDzyded0YbIHzjj81NKGREElDlahKvLVtkHtX6ta26MXxix2yb6JhLssWOU1MiBDS0hS91ez1GpCfKXo9Bql3jy92lbG/rxXJ3iOaOVLZ5dWZs3s3+QIgHOzfl+Z82kOP1k2oPnw+pdlskUfRzYTGz1v3KuI6n06pBMmbAR2nOdnKQPHpBRyZ++wM5Xh9ZbhcTO7Vn1s+rAcjxluKyRie5cnz7KfV72P7zVlxuN9M63sm9PzwT6an1VKe7SQk2QB81iG0H8vHk7IxaP/P0VpFyRbbp9VPq87P952Nz3Gpa354IMVspNimLxZCs9vd10hmtKU7XMP8mSNWsFJshtNQgqSGTNWvWVWsbLrebhk2z+HunhjgtNvwhg4Y2k5xt2/jN6425TqzytWrVlMfaj+L+n16JxOJj7UdhN/Qjvt7Whrr62ydCzB6pKtsOITOSwCpX6M3B6mxAEBs5vv1kWBtiFEZf7wUCDm0fQ5XtYSEl+pwfsN/ZBf3FNZU/d0owBdhjt1FEcoUx58p7q4ZiL1uT87e+Ha8xK0U4RnS9fuueY+l43a9YKu5rfcSskvjqJIllmiaiwuMMUsqo14f7vDratWuHw+E4+sIeAbPAj0h3RV34RLoLAtG/mop0F4QE0k/08qastD6BUOxtmuXzs5S9lymQgUMaApnhGeBEpsA8JOmV5XZit2jYkxz4M33Riax/BvCP3cw3X9yEKzkLo6xXAIArOQuXK5ns7FOP6DuqC2vWrEmoirA+Y7YiM7+K+C17DCXmZyGByCQceyERc5l9RfCfrwNcMTCElEGy3CmRnlgAQYKkphxMXPn9Muo1hAdhPWAcvOHKcqdQbITjMsuVCYYXS1JjXMlZUYmomsRrwJt/VOvXpniP4biJ2bLHPCIx5zFix6kmkAIOGEEg3BulfFihpkk2inUz/MiVz8O93y2lXVojHj6/D7cnZ1IQ0Hn+pw38XFhMlttJsR4+H4p1gyy3MyqRNXPtRl75cycyUhpCZvghK1NKXundHX8wxPbSImb9vJr1hXkAZLmT8QWjb5SyXJkkO5M4tez4m9Lkje4PoZtB7Jo1MmaWE2iT1aTSd5LvD0SVK/x3nCS7nJFt1qZ4j9VydR2zZoE3dixaRLW/r3x/gLk/beSyFs3w2W0U6wYfbdjFfZ3a1Og7N6WkQSCAETKxWRzhGTLTYj8EWNXx9PnyKVzzBk+1vgaLowGhQBG569+gVdcH6u34J0rsHal4qWcPp8q2r0UjzZ0VlchKc2cR9BdhCitZrkzygwdIT0uJ9MSCsoG7/ZXbE1W2h8vb2FXU/9IvwJAgYrdRZGm4PS0yxcFJNyyxl63J+XsiOmYx+9tnld6y2+3H5bE43uu1ik6kfVWOnTrpD960aVPy8vIir/Py8mjcuHGVn+/fvz/q83inu8E2ulNkRpXImFjJjuj3RmWjLwcy7VjHZEc+07/+Hdvo7KhlZYYT240dotcfnY0u7VGPGDjGOiCD6PfGOTG+0HH8zUmB3UOWO/wcf/mYWA2dTkSqwHG3s9IjhBt/eQZXchbn9X2SXb8uBoiMEWR3/fGMh0pi0pNjxO+w9hj/3Yrxzc5KsWkbnY2+XGC5w4mRBsEvwDY0epnQDdl8v1nQr58NTRRyYNMipl3Qlyx3ChBORoUsAS7rZ4vMGPfLRoP+/RyR16kpgssus/OvXT9G1nnwvD/x+pZ/keXK5In2Y2iU3BSHO5Psi5/GlRx+3Kum8Wp3pR3V+krd090CW4U61PhmJ7ZR51WOU4udUkuIVzaGHw189MKT+b+N+2maZGPiBVl8tO0Aj114Mh/+vhGA/IAPX8iD3SqZuXZjJIH1WLdz+Ghb+Ibso205PNbtnOh69cL2pDmiJ7nQhCDD6SQryU1jl5P8gK9s+WSmd+lNs6S0yCOD5WNipTlSK6yvkeFsSJY7kwxnw8ig71VJc9iZdmH7w5ZLObZ0txa7znRXv7mV5rAzut3pzFy7kbFfrGbm2o2Mbnd6jY9leQw2TXKT4XRWGuS/OpzONNp3uIVNq55gzUcj2LTqCdp3uAWnU9WPJzo9KUbbYXQndKufYR0mk+YOX1PLx8Ta+eMbFG78gKey7+St3A9xDtOxpoVj0pomCNokZNqx/fXQ9rAL2/BDzqkx2YQauBDpLoz/bsU2rH3053/NhhQ7xmI93EYZlV3pc+PfZePI/s3JjlUGjoYC3WE/6vNXqX3qcUJFUQ4lpKzmnN9HITc3l7/85S8sXLgQl8vFkCFDeOihh2jfvn1kmcsvv5wpU6aQnZ3Ngw8+yKmnnsqoUaMOu+1AIMD69evr/Zer8GxEhGeMsmjh2QkFCBkMzyhk0TA1KyKk4XHpCA3sPoklJBGaRshmxWoYkfVNa3h2Qg0JpkRqGrrDhhESuIICLRT+dUlqJqYFLIaGCAEWMDUTYWoYyX4CpoeAdFWanRBAmhJZLCEIWMGwl+DzHcDlSsbmbIDhL0qo2doSJbMfLzFbUfnshOHZMcO9V0TQBKslMjvhwTi2gSnwWUEIcBggkAiCYJqYFg2/xUpImNhtPizSxAz6ETY3JSYYpsQmIEWYoNkIBF2YIRCaxGn1RWYntFjA4TQpDHjC62gaFk3iD/mxISKzEwqhRWYX9PlKcbmSaxyv8TI7YbzGcFzGbNnshJgmaAJTE2hmuL6Mmp0Qk0AoPA66XQNfECwiHLsgsWpBDCkxTROLkOGxfoQFwxQEpcQqBG4LeEMQkhKrJkh32Ck2gmU9XGLPAlhReNZAP7oZwq5ZIrMT7izIwe5yRPW0OhrlsxNWt1xHI15jtVx9xmz57IThOlMc0exmdXks4Y+Pp5Qmfv/B+tHprN/2QLzH3pGKx3r2cMpnJyxvux46O2FISLTDzE5oCWmYFvDag9ikFacu0MzwbN2mVcOwW7FVeE9aNHSnFWEIrCEDYZpIq4YwQYRM0DRMixUJaIaGEGBaTDSzbHZCTUNiQ1SYnVAGNbBIPNYQKVp4dsKjOX9PFMc6Zru8+xlIjVvWt+byHcm82CVA08Yw8opkhNCwWBPjPKmO47Vei+VE2lfl2KmTxwmbNGnCXXfdxfDhwzEMg6uvvpr27dszevRoxo0bxznnnMP06dOZNGkSpaWltG3bluHDh9dF0WqN0+kEZ6wT8+BcQuVNvlTKLoYVronhtJK10rIVucr+i1Z5Sa3sPQtunH8wBbbQBKLhwUaxgwas37Al8giVw51R5brK8cXpcIIj9oXl0Agrf51SaSvh+LVQMeqjew7EagZGv3fo3FsajdwNDnnv0NcghIbDncH6DduP6BHA8vWVxHFonXtonNrL/qu6BixXvUZw6iGvMyyWmMvFEu4Rc2jtLdi/fW+tNuTCf+f4adQnqkNj80huf+PpWAqh4XKp+lGp7NC2gxPAGe6B9Uf9BjNjvOcobwMnQXmrWKOsZVHhPajYFo5dD1dut0S2VEnFmtldvj2n/ajOX6V2iQp9sQTw/afjcSVncc6fHsDjz8ei2ViWu4WLmp5Nsk0dMUU5EdRJEgtgwIABDBgwIOq9OXPmRP7dpk0bFi5cWFfFURRFURRFURRFUeJQu/xkcl3hMS3LHxuSwE7vAV423LzlL+HTFRPAmcX0/QGmnHcd/ZufV2/lVRSl7sT382GKoiiKoiiKoijKCWXm/9oy77NzIq9t0gISvhApFEjB8pz1+PUivIYHCD/6XNF73+r886sAAAFPHrkbF9dd4RVFOaZUEktRFEVRFEVRFEWJK3ZTi3TDcpkOvHsPDhIgKUtclY3RV3HcQFOG+HHHdnYX6ADs+/VDNi37B2bI+MO/F/RLgr5jPly0oihHSSWxFEVRFEVRFEVRlLiTYmi4QwdvWQOEHzH8efdytvp2IilPYh1c5otdX5LjLUAPFQNgBv0AGK/Nxfx9e3g7e0xKfghG/a0t/w6w6f3AMdsXRVFqh0piKYqiKIqiKIqiKHHnkl1JUa/z8QHQbM25ZOVfWj7dcFQSa1nu9wRwYi17ywzpCM2G3Pgz5u5dABz40iB/sR61bf8BiRlMnJ5Y8zav4vv9O+u7GIpS51QSS1EURVEURVEURYl7etkskm0Ke3DunnvZUxxO4gRDB3tV+YIBkoNnEAiGZ7327vkFaZY9SmgLz51p+iTaIZPA6qUSi0OQCEp0P8//vJw1+3+v76IoSp2rs9kJjxUpw9lyXdcPs2TdCQQSuxtqIpf/aMput9sR4thfuOIxZitK5OMPJ1b5VcyGJfIxP9HKfqLFbCIdX1XW2E60mD1SiRQ/1ZWo+xQPMbsqt5itxT5MCaaU5Hh97PV5MaXE5QvRaYcPa0iimRLTCCFCEltIYg+BIyRxBCXZSUkgTECCFAzdrCERDN46CqtpwcI6JBonLbuDIQLMr0JsZDUmglHiciS/IRH8uHo7cBPJjGSjRSDeFST/31qSDSsOYNlDxVhNjZNKU0gH9H0mr+/dg6zwFe5K0VjbpPJtc/kiDR1WXBZLzM/Kvq0Y/zqopLSUlC9WVlrXRFL2NSOEICRNgqaJ3zTYWJQLNCenKJnX1ledyKqNSBBHuZXTUp10bpIaeX3ouVVXMascP4Qsr4ESVElJCZs2barvYijHgXbt2uFwOA6/4FFSMavUFhWzSqJRMaskGhWzSqKJh5gVQpCUFP0YoNPpjDz6Z7FYsFgsSMIJEs1iRZoS0zQJmSYyBA3cbqxBK1Y7hEICi1NgSgkaCC38MJE0BVp5bklE/Q8JmBI0ZPhN00SWfRoMBsEEGQJTC0VWkDL8/xDBSFnLt/lHCWYpJYZxcND4WDfXtZmiKSsmwbIZGUP+Y5NwPXQ/jmYfPB4PVaUd6ipmleNHwiexTNPE4/Fgs9lUBlc5KnX1K4CKWaW2qJhVEo2KWSXRqJhVEo2KWSXRqJ5YSk0lfBJLURRFURRFURRFURRFOf6pgd0VRVEURVEURVEURVGUuKeSWIqiKIqiKIqiKIqiKErcU0ksRVEURVEURVEURVEUJe6pJJaiKIqiKIqiKIqiKIoS91QSS1EURVEURVEURVEURYl7KomlKIqiKIqiKIqiKIqixD2VxFIURVEURVEURVEURVHinkpi1ZLFixdz2WWXcfHFF/Pmm2/Wd3Gq5fnnn6d///7079+fadOmAbBy5UoGDBjAxRdfzIwZM+q5hIf3xBNPMGHCBAA2bNjAVVddxSWXXMIDDzxAMBis59IljkSJ35rEbDzHQ3Xids+ePVx//fVceuml3HrrrXg8nvosctxJhJg9HuJVxerhHS4W4+nYxorJQz/v1asXAwcOZODAgfV6bg0bNoz+/ftHyrJ27dqozxOtvXI8SoR6+EiUlpZy+eWXs2vXrvouygkjkerRo3G4/fz0008ZOHAgV1xxBWPHjqWoqKgeSnn0qls3LF++nN69e9dhyZTjhlSO2t69e2WvXr1kYWGh9Hg8csCAAXLz5s31Xaw/tGLFCnndddfJQCAgdV2Xw4cPl4sXL5Y9evSQv//+uzQMQ44cOVIuX768votapZUrV8rOnTvL++67T0opZf/+/eUPP/wgpZTy/vvvl2+++WZ9Fi9hJEr81jRm4zUeqhu3Y8aMkUuWLJFSSvn888/LadOm1U+B41AixOzxEK8qVg+vOrEYL8c2VkwuXbo0apmbb75Zfv/99/VSvopM05Tdu3eXhmHE/Nzn8yVUe+V4lAj18JH48ccf5eWXXy7btm0rd+7cWd/FOSEkUj16NA63nyUlJfLCCy+Ue/fulVJK+cwzz8iHHnqovop7xKpbN+Tl5clLL71U9urVqx5KqSQ61ROrFqxcuZIuXbrQsGFD3G43l1xyCZ988kl9F+sPNWrUiAkTJmC327HZbLRs2ZLt27dz6qmn0rx5c6xWKwMGDIjb/Thw4AAzZszglltuAWD37t34/X46dOgAwFVXXRW3ZY83iRK/NYnZeI2H6satYRisXr2aSy65JOp9JSwRYjbR41XFavUcLhbj6djGisk9e/ZELbN+/XpefvllBgwYwNSpUwkEAvVS1t9++w2AkSNHcsUVV/DPf/4z6vOffvopYdorx6tEqIePxDvvvMPkyZNp3LhxfRflhJFI9ejRONx+GobB5MmTadKkCQCtW7cmJyenvop7xKpbN0yaNInbb7+9HkqoHA9UEqsW7Nu3j0aNGkVeN27cmNzc3Hos0eGdccYZkYvB9u3b+fjjjxFCJMx+/L//9/+46667SE1NBSofg0aNGsVt2eNNosRvTWI2XuOhunFbWFhIcnIyVqs16n0lLBFiNtHjVcVq9RwuFuPp2MaKyR49ekQ+93g8nHXWWYwfP5733nuP4uJiXnzxxXopa3FxMV27duWFF17g9ddfZ8GCBaxYsSLyeSLUAce74/UYPPLII3Tq1Km+i3FCSaR69Ggcbj/T0tLo27cvAH6/n9mzZ9OnT586L+fRqk7dMG/ePM4++2zOPffcui6ecpxQSaxaYJomQojIayll1Ot4tnnzZkaOHMm9995L8+bNE2I/3n33XbKysujatWvkvUQ+BvUt0b676sRsPO5TTeI2Vnnru/zxJB6Pb1USMV5VrFbf4Y5dvB1biI7JFi1aRN5PSkpizpw5tGzZEqvVysiRI/niiy/qpYwdO3Zk2rRppKSkkJ6eztVXXx1Vlnj8Xk806hgotSUR69EjUd39KCkpYcyYMbRp04ZBgwbVZRFrxeH2c9OmTSxdupSxY8fWR/GU44S1vgtwPGjatCnfffdd5HVeXl5CdENes2YN48aNY+LEifTv359vv/2WvLy8yOfxuh8fffQReXl5DBw4kKKiIrxeL0KIqLLv378/LssejxIpfqsbs02bNo27eKhJ3Kanp1NSUkIoFMJiscT1MakPiRKziRqvKlar73CxGG/H9tCYrGjPnj2sXLmSq6++GgjfeJT3sKtr3333HYZhRBKph5bl0O/1RIu7eJAo9bAS/xKtHj1S1Tln9u3bx0033USXLl2YOHFiXRexVhxuPz/55BPy8vIYPHgwhmGwb98+hg4dyltvvVUfxVUSlOqJVQu6devG119/TUFBAT6fj6VLl3LRRRfVd7H+UE5ODrfddhvTp0+PNGTPPfdctm3bxo4dOwiFQixZsiQu9+O1115jyZIlfPDBB4wbN47evXvz2GOP4XA4WLNmDQAffPBBXJY9HiVK/NYkZk8++eS4i4eaxK3NZqNTp0589NFHALz//vv1Xv54kggxm8jxqmK1+g4Xi/F0bGPFZEVOp5Mnn3ySnTt3IqXkzTffjDzaUtdKSkqYNm0agUCA0tJS3nvvvaiyJEp75XiWCPWwkhgSqR49Gofbz1AoxC233EK/fv144IEHErK3GRx+P8eNG8d//vMfPvjgA2bPnk3jxo1VAkupMdUTqxY0adKEu+66i+HDh2MYBldffTXt27ev72L9oblz5xIIBHj88ccj7w0ZMoTHH3+cO+64g0AgQI8ePbj00kvrsZQ1M336dCZNmkRpaSlt27Zl+PDh9V2khJAo8VvTmE2UeKiqnJMnT2bChAnMmjWLrKwsnn766XouafxIhJg9HuNVxWplVcXi6NGjGTduHOecc07cHNuqYnLZsmWRsk6dOpVbb70VwzA477zzGDFiRL2UtVevXqxdu5Yrr7wS0zQZOnQoHTt2ZODAgcyePZsmTZokdHvleJAI9bCSGBKpHj0ah9vPvXv38ssvvxAKhfjPf/4DQLt27XjkkUfqueQ1U53jqShHS0gpZX0XQlEURVEURVEURVEURVH+iHqcUFEURVEURVEURVEURYl7KomlKIqiKIqiKIqiKIqixD2VxFIURVEURVEURVEURVHinkpiKYqiKIqiKIqiKIqiKHFPJbEURVEURVEURVEURVGUuKeSWCeIqVOn8txzzwEwevRotmzZckTbmTBhAnPnzq3NoimKoiiKUks++eQThg0bdsTrjxw5koKCAgB69+7NunXraqtoiqIoiqIoR00lsU5Ac+bMoVWrVvVdDCWOTZ48md69ezNjxoz6LkqUYcOG8cknn5Cbm8uQIUMOu/zRJGwVRVFORCtWrKjvIijKMbFz507uuOOO+i6GEkcSKen//PPP8+mnnx6z7StKIrHWdwGU2FatWsXTTz9NVlYW27Ztw+VyMWbMGObPn8+2bdu4+OKLmThxIsuWLWPWrFkYhoHT6eS+++6jY8eOlJaW8sADD7Bx40YaN26MxWIhOzsbCFeyM2fO5JxzzmHhwoW89tpraJpGWloaTzzxBE2aNOHRRx9l7dq1eDwepJQ8/PDDkfWV49/bb7/N8uXLadq0aX0XJaYmTZqwYMGCwy43Z86cOiiNcjw7tI686qqreOWVV1iyZAkQrqsfeughlixZwnPPPcePP/7Ivn37aN26NdOnT2fWrFksXboU0zQ5+eSTmTx5Mk2aNKnnvVKONzNnzmTx4sU0bNiQU089FQBd15k+fTqrV68mFApx9tlnM2nSJJKTk/n88895+eWX0XWdgoICrrzySu68807uv/9+AG644QZmz54NhK8HkydPpqCggIEDB3LXXXfV234qytHYs2cP27Ztq+9iKMeRukz6r1q1SnVCUJQyKokVx9atW8fkyZM5++yzGTVqFLNnz2bevHmUlpZy0UUX0adPH2bMmMG8efNIS0tj8+bNjBgxgqVLl/Lss8/idDr55JNPKCwsZNCgQZWSUBs3bmT69Om89957ZGVl8frrrzNr1iwGDRrEvn37ePvtt9E0jdmzZzNnzhyVxDpBDB06FCklo0eP5sEHH+SNN94gJycHwzDo378/t9xyC08//TQej4cHH3wQgC+++ILnn3+ed999l++//57p06fj8/nQNI3bb7+dXr16sWjRIhYuXIjP5yM5OZn58+dXWYa8vDwmT57Mb7/9hqZpDBkyhOHDh0c+37VrFwMGDOCHH37gueeeY/fu3eTl5bF7926aNGnCk08+SePGjQ+bsE1NTeX+++9nx44daJpG27ZtmTp1KpqmOqkqsevIl156Cau16kvn7t27WbJkCVarlffff59Nmzbx7rvvYrVaefvtt5k0aZJKriq16tNPP2Xp0qW8//77OJ1ObrvtNgBmz56NxWJh0aJFCCF4gh6rSAAACj1JREFU+umnmT59OpMnT+bVV1/l8ccfp0WLFuTm5tKrVy+GDx/OY489xqJFi3jjjTdIT08HwOFwsGjRIvLy8ujduzdDhgwhKyurPndZiWN1nfjftWsX119/PS1btmT37t3Mnz+fRYsW8dlnn+H3+/H5fNx333307t2bSZMmkZuby0033cTcuXOrbK8ox7d4SvpPmDCBAwcOsHPnTnr27MnVV1/N1KlT8Xg85OXl0aZNG5555hkWLlzI+vXrmTZtGhaLhR49elRZXkU5EagkVhxr1qwZZ599NgCnnHIKKSkp2O120tPTSUpKYuPGjezbt48bb7wxso4Qgt9//52vv/6aiRMnIoQgPT2dvn37Vtr+119/Tffu3SON0YrbadCgAQsWLGDnzp2sWrWKpKSkY7qvSvx46623aN26NW+88QZ33nknN954I7179yYQCDB69GhOOeUUrrnmGq655hruu+8+7HY77733Htdeey1FRUXcf//9zJ07l2bNmpGbm8u1115L69atAdiyZQvLli077EV2ypQptGjRghdffJGSkhL+8pe/0KNHjyqX/+6773j//fdJTk7mlltuYcGCBYwbNy7yeVUJ2/POOw+Px8MHH3xAKBRi8uTJ7Ny5M9KoUU5sserIs846i4ceeqjKdTp06BBJcn3++eesW7eOwYMHA2CaJj6f79gXXDmhfP311/Tt2zdSrw4ePJj58+ezfPlySkpKWLlyJQCGYZCRkYEQgpdeeonly5ezZMkStm7dipSyyti8/PLLAWjUqBGZmZnk5+erJJYSU30l/vfu3ctTTz1Fp06d2L17NytXrmT+/Pk4nU4+/PBDnn32Wfr27cvDDz/MQw89xNy5c/+wvXLSSSfV9lejxIl4TPr7/X4+/PBDAJ544gmuvPJKBg4ciGEYXHXVVSxfvpzrr7+eTz75hOuvv56+ffvy/PPPxyzvP/7xj2P6/SlKvFBJrDhmt9ujXh/aCBBC0LVrV5555pnIezk5OTRu3BgAKWXkfYvFUmn7FosFIUTktd/vZ/fu3ezcuZNHHnmEESNG8Oc//5nTTz+df//737WyT0ri8Pl8rF69mqKiImbOnAmA1+tl48aNXHbZZbRu3Zply5bRtWtXvvnmGx555BG+++478vLyIo0CCMfpr7/+CkDr1q2r9SvRypUrGT9+PAApKSmRX3CrcsEFF0S2e/bZZ1NUVBT1eVUJ2507dzJjxgyGDRtGt27duOGGG1QCS4mIVUcKIaLqVsMwotZxu92Rf5umyahRoxg6dCgQ/qX30NhUlNoQ63pvmiYTJ06M/ADg8XgIBAJ4vV4GDRpEnz596NSpE4MHD+bTTz+N2kZFFdseh8a/olRUX4l/q9VKhw4dADj55JOZNm0aixcvZseOHZGhMQ71448/VtleUUms41c8Jv0rPukyfvx4VqxYwZw5c9i+fTv79u3D6/VWWqeq8irKiUIlsRLY+eefz7PPPsvWrVtp2bIlX3zxBX//+99Zvnw5f/rTn1i4cCFdunShpKSEzz77jIEDB0at37lzZ2bPns2+ffto3LgxCxYs4JtvvqF58+b06tWLoUOH4vf7mTNnDqFQqJ72Uqkv5TcrCxYswOVyAVBQUIDD4QDg2muv5f333yc/P58+ffqQlJREKBSiZcuWvPvuu5Ht5Obmkp6ezuLFi6Nu8P+I1WqNSh7s3LmTtLS0Kpd3Op2Vyl1RVQnbli1b8t///pdVq1bxzTffMGLECKZOnUrv3r2rVU7l+Barjvzyyy/Zs2cP+fn5pKenR349jaV79+68/fbbXHHFFSQnJzNz5kx++eUXXnvttTrcC+V4d9FFF/Hoo49y0003kZyczAcffACE4+/NN9+ka9euWK1WHnzwQdxuN9dffz2lpaXceeed2O123n//fXRdxzRNIFxfBoPB+twlJUHVV+LfbrdHEmE///wzY8eO5cYbb+TCCy/k/PPPZ8qUKZXW+aP2inJ8i7ekf8Vz4O677yYUCtGvXz969uxJTk5OzG1UVV5FOVGogV8SmKZpTJ06lbvvvpsrrriCmTNnMmvWLJKSkrjjjjuwWq3069ePW265hTPPPLPS+q1bt2b8+PGMGjWKK664gq+++oopU6YwZMgQvv32WwYMGMCgQYNo3rw5u3btijRwlROD0+mkQ4cOkRvu4uJi/vKXv/DZZ58B0LdvX37++Wfeeecdrr32WiD8i+qOHTtYvXo1ABs2bOCSSy4hNze3Rn+7a9eu/Otf/wKgpKSEG264ge3btx/xvnTu3Jmvv/6affv2AbBgwQKefPJJ3nrrLe6//366d+/O+PHj6d69O7/88ssR/x3l+BKrjnzssccYMmQIgwcP5tprr6VZs2ZVrn/NNdfQs2dPrr32Wvr378+vv/7K448/Xod7oJwIevToweDBgxk8eDDXXHMNKSkpAIwdO5aTTz6ZQYMGcdlllyGlZMKECbRu3ZqePXvSr18/+vXrx+eff06rVq3YsWMHAJdeeinDhg1j06ZN9blbSgKKda196aWXIol/KeVhE/8LFy6ktLQUCI9ddO+999aoDKtXr6Zdu3aMGDGCCy64gM8++yzyQ6zFYokk0WqrvaIklosuuuj/t3fHIKlFcRzHfy5CUjk1ODZYDe21BOUgFO0NYUtLEAbWYlIhiFcaaqmlopAgEIQgGrRd0tvW0BCEWENTITQEid77hkeS7xk1vBeX+n62e89w/1wunMOPc/9H+XxeT09Psizrr9D/NdBfXV3V5uambm9vm6F/IBCQaZr/NfQvFAqan5/XxMSEJOny8rLl+3191nv1Aj+Fy2ZfOIA/9Pf3q1gs6vn5WYlEQvf396rVapqcnGw5njqVSun8/Fynp6fNe6VSSRsbG3p5eZFt2wqHwwoGgzo+PtbZ2Zl2dnY+fP7j46Pi8bgqlYps21YoFNLU1JRCoZCmp6c1ODjY0ti9Wq1qbW1Nklqu3zZ2Pzk50f7+vqTf27wNw1BXV5disZiur6/V0dEhn88nwzDk9Xr/8RsFAOD7azfXptNp5XI59fT0aHR0VLlcrtnY/e38bVmWtre3lc/n5XK55PP5lEwmP2zs/roekKSHhwctLCyoWq3KsiyNjY0pk8moUCioXq9rZmZGbrdb2WxWpmm2Xa/ge9vd3VU2m1V3d7cGBgZ0d3envb09ra+v6+LiQo1Go/kbrMfj0crKikzTlNvtVl9fn25ubhSNRjUyMqLFxUVdXV1pa2tLc3NzzTWn1Hoa/Hui0aj8fr9mZ2clSUdHRzo4OJDH41FnZ6e8Xq/8fr+WlpZ0eHiodDqtcDis8fHxtvXS2B0/BSEWAAAAAAAAHI+eWAC+XKlUUiqVajs2NDSkWCz2xRUBAAAnMgxDpmm2HVteXtbw8PAXVwR8TrlcViQSaTvW29vbcjgXgM9jJxYAAAAAAAAcj8buAAAAAAAAcDxCLAAAAAAAADgeIRYAAAAAAAAcjxALAAAAAAAAjkeIBQAAAAAAAMf7BRnoAtGILJOgAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1209.1x1080 with 42 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 可视化数据关系\n",
    "sns.set(style='whitegrid', context='notebook')   #style控制默认样式,context控制着默认的画幅大小\n",
    "sns.pairplot(df, hue = 'Province',diag_kind='kde')\n",
    "plt.suptitle('Pair Plot of Cov19 Data for 2020-02-23',size = 10)\n",
    "plt.savefig('x.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Q3NjPW3v21vZPvvbaoMRotnDlrkCv68vxwSwbOb9l/vRpgv1exSUkNNlui4/n/QJ8wEQWAARRkcOh/NRUvd2/v/JTU1XkcDS7f1pGhkbk5x9aD0uHfvVQW1mpt66/Xm9df/2hZzXH+Zi6f9kvsWNHJXbsKNlsSk5J0Yj8/GafjW4/4gjX/0/s2LHF/QGEjzNntElOPrzRZlPpJ5802deWkKDEo4/WyvHjXfnImaNy4+KabFs5frzaJifL3q6d6xyJHTvqj0uWaHhe3uFcZbMpsWNH2Y84wu3cnni6nj/IT/Am0HsLTV3z7bd+bQ+FtIwMHT9woNu24wcODGseSMvIUM/MTNcvVW1t2qhnZmbYY2qYo33p/wGwlsbjQqfmcoy3tt/lvPP8vr6vn6uBfv42PH5tdrZ6ZmYGNXd5ijfQnOk8vm2XLh6PL3I4XOsuOT8rnOPzlePGKddm08JOnVx152+dkvNb5q3v0iY+vsmYKJj3YVpGhv64ZMmh97+Btg3HcgC8Yo0sAAiSIodDq7OyXAuFlpeUaHVWliQ12wlyvtbw2KqyssM71Nf7HMPIp5/2ucP1/euv68u5c90WNq39+WefrwUgfIwGiwbXHjig2gMHXP+2JyWpZ2amthYUuHJJeUmJVk2aJMMwZBw86Nr2+hVXyGazuRYhriorkz0pyWMuScvIUFpGhs+5rrU50dOxEvkJhwVyb8G7h44+2uv26/btC3E0h7w5daq+WbPGbds3a9bozalTNTwvLywxFTkc2lpQ4Fo70Kir09aCAnU944ywT2alZWSosLBQ6enpYYsDQOt5Ghe2lGOcbb+hwsJCv64bir6dt+O3FhRoRH6+fv7Nb0zPXS3FG0jOTsvI8Bhz42sadXWyxcer+qefZNTWuvarKivT61dcoW/XrdPWgoJW/Q2BPo933vo0nsY/De/DYNSpt7/30HcFWsYvsgAgSJzfumqotrJSa7OzW3Ws3+rrfbqW09eLFrU6XgDhszY7W/VVVV5fr62s1Ob8/Cbtu76mxjWJ5WQcPOgaxDU8vrk84GuuMzsnkp/gxP0RHDU//ujX9lDYnJ/v1/ZQ4P4DEEzhyDGh6NuZcby/rFKXxsGDbpNYDbd76rPzmRK45vourRn/BIq+A9A6TGQBQJCU79jh13Z/9wkkBk+qd+8OaiwAgsOXNur8pUAwruFrrgtGTiQ/QeL+iCXeclmgOS4Q3H8AgikcOSYUfTszjveXlerSG2+fZ3ymhJ4V2hgAd0xkAUCQJHfv7td2f/cJJAZP2h53XFBjARAcvrRR5/P4g3ENX3NdMHIi+QkS90cs8ZbLAs1xgeD+AxBM4cgxoejbmXG8v6xUl954+zzjMyX0rNDGALhjIgsAgmRQTo7sSUlu2+xJSRqUk9Nk34aLiy7s1Ek/N1wTK8AYXOe22TTfbleuzeZx0diOgwZJNluTeE8aOdKn42FtDe+x9eefz/sXRY761a+afd1mt6tNYqKHF2xNt3kQl5DgMW85nTRypMfc0fgYTzlRkmoqKlq8H5vLp29OnerKTblt2uidQYOaXRw70EXJYT3+fN7CdwkdOvi1PRR6/7J+hK/bQ8Gq958z173dv79lcp0VYwICFex+RThyzKCcHMUlJLht89QfbE1sDeurpqKiyXUaH+9tLPvm1Kmu7blt2hz630b/PXjkkW7vR6Dxenp/WxpjDcrJkS0+3v2kcXGy2e1NrmWLj1fvrCxLfqZEuub6Lrb4+Bbvw+a0JgeY3a4Z3yBWMJEFAEGSlpGhEfn5Sk5JkWw2JaekeFww1LkAbHlJiWQYqior08GKCrd97O3ayd6unV/Xj0tI0Lfr1h0+tw4/qsC5aKyzg1PkcOj7V1+VDOPwCWw2HT9woLYWFLR4PKyt8T1W/f33vH9R4s2pU/XNmjXN7mPU1qr2wAEPLxhNt3k6vpn9ihwObS0oaJI7emZmNsl1zpyY2LGj23bn4sbN3Y/e8um369bp08WLDz+Gpb5eRlWVZBge81TjtkAuiw6+ft7CP1ZcI2t4Xp76XHON6xvrtjZt1OeaazQ8f4+5FgAAIABJREFULy9sMVnx/rNirrNiTECgQnFfhyvHNO7/eeoP+hubp3GvYRiH+oYejnfbX+5j0U8XL3ZtV329x+sdrKjQ6xMnut6PQOP1NIb2ZYxla/SFrzi7Xb2vusqtT5zYsaPOe+IJDc/Ls9xnSjRoru9y3hNP6I9LlrSqzlubA8xs13y+IpbYjOb+OhFhqqurtWXLFvXq1Utt27b1+/iuXbvqxu++Mz2uBSecoG+//db08/qisLBQ6enpYbl2sFCmyBCNZQokxzRXH/mpqYc74V4kp6RIUov7NWZr06bZdSOSU1KUVVzsNQZfjw+VSLivrBijt/c31O+fP6xYj8HU2vwy324Pydow3u6V1txbZt6PvpS/4XkjsS20Vqy1oeZQF63LMbnN/GpzhgWGkFZ8X60SkxVznRVjaswq719DVozJk2CNk6zKGXMk3NeS/3UcrHL5c97CwkIV/vnPfo9/PWlt3C3F60t5rH6PREL7C/RvvVLw+jRWeH9bE0MkvO/BRPkjt/xNf8sKAAgpXxb0bO2iny39gdd5Xm/n9/V4WBuLyUavUExiSf7fQ83dW2bej76Uv+F5aQsAYoEVc50VYwICFa33dbDKZWZ/0ozrtva4lsbQ9D1jhxXeXyvEAIQKjxYEgDDzZUHP5O7dW7XwZ0uLnzvP6e3cvh4Pa2Mx2ejVUhs1i7/3UHP3lpn3oy/lb3he2gKAWGDFXGfFmIBARet9HaxymdmfNOO6rT2upTE0fc/YYYX31woxAKFiiYmsiooKnX/++dq5c6ckaf369Ro9erRGjBihBQsWhDk6AAguTwt9NuRc9NPjQrHNsCcleVwstvF5nTHEJSa2+nhYm1UXokfgemdlBf0azd0rrbm3zLwfWyp/4/PSFgDEAivmOivGBAQqWu/rYJXL3/O2NE72hc1ub3XcLcXrS3mi9R7BIVZ4f60QAxAqYZ/I+vTTT3XZZZep+JfndlZVVWnWrFnKy8vTypUrtWXLFr377rvhDRIAWqnI4VB+aqre7t9f+ampHhfcTMvIUM/MTI+/LEjs2FHHDxyo1zMztXLcOBl1dbIlJLR4XVtCgnpmZmr7ypWqraxscm5bmzbqmZnpWkw0LSNDp2ZnN1ls1G2xWR3+9YPZi8466yk3Ls5rPVlFsGINZh00Xky2bZcuLBocJYbn5anbsGHN7hPfvv3hxaTjvHf97O3aufZr2NadOSjXZtN8u11vTp3qOsbbQsWSXPfzwk6dtLBTJ9fxK8eNk/2II5os7N3wmObaQMO2sn3lSnUbNuxwjouLky0x0euiyeFaMD1cIim3wnq8rRkR7vWxlvTsqVybTW/366dcm01LevYMazxWZMVcZ8WYENvM+IwM9X3dMGZX/yoEY4fklBT1zMzU2uxs1/XenDrV7/rzdN6G/Uznf/Ptdr3dr5/WZmerZ2amx7Fon2uucW331r+Nb99e5z35pMf3w9v733C7p+vXVlbqreuv18JOnbRy/Hi3Pq2nMZYvfeVw9NF8+TtFNPHWdxn59NOteh+c9bdy3DjVVlW5ttvbtZP9iCO0cvz4kNUrn6+IJWFfI+v555/XnXfeqVtvvVWStHnzZqWkpKhbt26SpNGjR2vVqlU688wzwxkmAPityOHQ6qws1VZWSpLKS0q0+pdfDzTsVBQ5HNpaUOBxrZeqffv0zZo1hzfU18uoqTnUWa+v93pto6ZGn/7jH9IvHbbG5zbq6rS1oEBdzzjDFUuX887TqNmzm5wrLSMjqJ0gX+vJCoIVayjqoOH7WFhYqLQIXdwT7oocDu3asKHZfQ5WVMior1efa67R1oIC133WWO2BA5JhaOTTT7vulTenTtWnixe79jHq6lz/Hp6XJ6lpjmh8P1eVlbkd79xmT0rSyKeeUlpGhl/5svF+laWlOq+gwO3+bm7x2mDnNKv4/vXX9eXcuRGRW2FN3hZGz7XZwjaZtaRnT+0tKnLbtreoSEt69tSkrVvDEpNVOXOdlRb0tmJMiE1m9r1D1a9orn8V7LGDp/pq2D/05/oNz9u4n+nk7C+Wl5Roa0GB6X+U9/b+f7tunVtf2Xn9npmZbtsb1n3DPu3Pv/mNxzFWS33lUPfRwn39cPDWp1k5bpzr//taD43rr+HfZWoPHDg0pvLjfGaIlfENEPZfZOXk5Khfv36uf+/Zs0fHHnus69+dO3fW7t27wxEaAARkbXZ2kz8Y11ZWam12dov7uXibrGpmEsulhT8yeYolHHytJysIVqyRVAewlmbzRwO1lZXanJ/f4r6N77vNv3xjtDFv2/2NyXmtQPIlbcWzrxctoq4QdRpPYrW0HQA8icT+REv9q2DG70vfrjXXb64/Gch5W+Lt/ffUV/alD+1vjOG+/8J9fSvzpR58Hev4ej4Avgv7L7Iaq6+vl63BTLlhGG7/9sWWLVvMDitghYWFMXntYKFMkSHYZQrXNzl9zTHlO3Z43d6wbrztFwqNYwnHfehrPTmFs634Gqu/MfpbB2aIhJwT7hjDkWP87cP4kz88/erT2zmdde/tGKOuzuv7409MzmsFmi+tkMusptrLF8GCmVeszIpljoQc440V69MqMVkljoaIyXdWjKs1MVl9nNRYqOvdjL63VWJuvI+3uAKJ19e+nb99jNb0Tc3grTzN9Xt9PacvcYZj7Gf29SO5D/P/2bv38Caq/H/g76RpG4pWoZVbpa3srmiLFCzguhQv3IS6fL0s4qVo5WKxlYsIPwWL17WiPLCoIGhFsEBckVVQhCoXXXeL7CrdXS7tuqDSghQQilig9D6/P0qGTDKTzCSTZJK+X8/D89DJzJlzzpzzmTMzyRxPPNWD1vs3Rh17GzFPgcTyG7v8SjHGcA+yunTpguPHj4t/Hz9+HJ06ddKURq9evRAdHa131nwSrIFkOL62gWUKDeFYJju1MaY0MRE1lZUuy2MTEyV1o7ReIDjmJVjHTG09AcFvV2ry6k0etdSBHoJdj2qEQh79QesYRkv8MEVEqLoQd2x3f1XYxhQRoXh8tOTJvi9f46URYpnRfNW5M+qPHnVZ7q+4YmRsExdoiTFfuPksWPVpxDw5MmJbY57UM2K+jJgnd7y5FxOMMvo69jZSnh0p5d/X/Kod22kdYyiNM31N1xOl8iiNldWMoWMTEwGoOxcF+trPaPv3li/3et2NH5x5qget92+MWK+hdm7RG8sfuuUP+qsFnaWlpeHAgQOorKxEc3MzPvnkE9xwww3BzhYRkWYZBQWuE8+aza3LHVyRmQlo/OWpKirSbDhzxusJSN1NkKxl8uSMggJYYmIkyywxMS71ZAT+ymso1QEZi5b4Iah5JanJhJrKSrHf9j7/XndnSssB+fYsx7GNq+0DatY7WlysS2wKJH/kq8cjjzCuUNjpmJKiaXmg2PvwF/37Gyq2EBlZMPtNKI69PY2v/Jl/NWM7b/bvbjzpnK6eYyWl8kRYrTBHRbnsv3dOjtvym6Oi0HDmjOq2LLd/exqBGKMqHScjt/9AMUdFeawHtdc6gPHjClGoMdyDrOjoaLz00kuYMmUKMjMz0aNHD4wYMSLY2SIi0uzw9u2uc1m1tLQuP6/cZkNZUZHH+aw0M5mQ9vDDiE1KAkwmxCYlIS03F9a4OMlqddXV2JyTo3mgbJ/gtKayEhAEcSLTcpvN7WdyUrKyMLywUJJXvSf01Yu/8hpKdUDGoTl+OK93/gGYKSLiwt/n17H324SBA5GWmyuuY4qIQFpuLoYtWaK4G+f2bI2LE2OPPR3nNq62D3har9xmw/8KCnSJTYHir3x1GTmScYV84/xlHE/LA+C3Tz6paXkgGDW2EBlZsPtNKI69FcdXAci/XH2l5eb6XH/DlixBWm6u4nnFGheH4efn0dKzvdjL43xt3HT2LARBcKnXYUuWKNa9NS4OgiCgrrpadd7kjqXWNHzx5eOPa1oeFlSOXVpU/EJQcvwgvb7Ro18QkTKTIOh99zR46uvrsXfvXq9/bpqQkIDpVVW652tht244fPiw7umqEco/F1TCMoWGcCyT1hizwGJRfDXBjKYmAEBhcrLfXisYm5SEnIoKyTKl/cUmJSH9gw9UHzN36QBQ/Mw5P1qFQrtiHvURCnnUkzdjGF/jh2OfdNenfe23gRSs2OQLf9V9W+tD7rAuvIsx89382nNmkC4hjRirjJgnR0Zs/0bME2DMfBkxT3K0xhij9xtPQuW42Bk9v57ag7/aix7pGiUNLYx4fnfH13u9gPsyOwuVOOQLo8cEf2P5Q7f8hpsji4goXKiZLFbrRKFayKXtbmJXX9P2lI4/y0rUFvnapxy31ys2BFsoxqZwqXuiQDBifzFinoiMjv2GHHlqD/5qL3qka5Q0SD+sdyLjMtyrBYmIwoX4ui43y+2TwvqDXNpK+9OaD3fp6LUPInLP1z7luH249NtQjE1GzReRERmxvxgxT0RGx35Djjy1B3+1Fz3SNUoapB/WO5Fx8UEWEZGfKE1e67hcbqJQU2SkyySzWilNKqrXxMbu0gnFyZOJQpGWiYadOffJcOm3GQUFMFutkmVGj01GzReREefIMmJ/MWKeiIyO/YYcybUHs9Uqtgd/tRc90jVKGlq079ZN0/KwoHLsYo6KYhwiMjA+yCIi8pNhS5a4DAbbd+uGYUuWiH/LTRQqNDaipbFRNk1L+/Yuk9ICgNkifVOsSWGgptfExkrpAEBJfj6aamsv5CUiAl2vvx4l+fmYbzajMDnZLxPXlttsKExO9us+iIzE3g8jL7pI03bWuDikZmdL+iQAt7EhVPpXSlYWeubny5bDqBO7GzVfRDMVXpGstDwQjNhfjJgnIqNjv3E/tvJ13OW8/dHiYl3y5c16avZTkp+P1OxsSXvomZ8vtge17WV5airmm0ziv+WpqW73ven++2Fp1671+top3TVDh0rSWjN0qGxaKVlZSM3OFt+6YoqIQGp2tqa2HOj+kHv4sOx9itzDh/2yPyNQGrs43luxxsVhxPLlbSoOEYUazpFFROQna4YOxdmqKsmys1VVWDN0KO7eulVcZh8obc7JufAASGGS1ZbGRvR84AHsXrYMgsPDrpamJsl6jWfO4NPx4yXpO+5Pj8GZczrlNpu0DOcJzc04tG2b+HdNZSU2n/9Vml6DROd9+2MfREZ0ePt2NJ45o2mb+poa7Hn7bbQ0NAC40F+GFxbKTmwcav2ry8iRuHXOHNnP9Ip/ejNqvqhtU5oYfb7JFNTJ4O39xUgTVRsxT0RG15b7jbuxFQCfxl1yaZ8pKMAVV1zhcXu1Yz5fx4Zy25cVFUke3pSWlkq28TRWWp6aipPl5ZJlJ8vLsTw1FePLyhT3XVddDUtMDDJXrRLTXzN0qOT6FQAObdvmch1vT6+sqEicB1tobkZZURESBg7U/DArkGNB+0OrttL/lMY0ddXVQR3TEJE2/EUWEZGfOA9+3S13/hWTkpaGBuwuLJQ8xHK3bkl+vueM6kRtGQCgqbZW17zJ7VvvfRAZ0e7zv4TUQmhsFB9i2bnrL+xfRERERPpxN7byddwlt31LXZ2q7dXu2x959HVs6fwQS2m5mn37eh3PcTIRkX/wF1lERAZQc/Cg6nUFDa/00ZKur7TuS8+8KaUVyPITBYOWeOCJ1n7E/kVERESknTdjK7XjLl/GbWq39XVsGMyxpd775jiZiChw+IssIiIDiE1MVL2u/f3beqfrK6370jNvSmkFsvxEwaAlHniitR+xfxERERFp525s5eu4y5ft1W4bzDz6Su99c5xMRBQ4fJBFROQn3YcMUbW83GbD2WPHVKcbefHFqtYzR0Uho6DAZXm5zYbF8fHixLWL4+M1Tc6rNLFvRkEBLDExqtKwxMTI5s1bcvvWex9kXL5ONh3KejvMp+CrmspKyaTW9rpU6tsNZ86g3GYL2/o3SrmMkg8io9iSl4cFFgu+6NcPCywWbMnLC3aWDMkeO77o35+xg8hg3F27+Hpdc0VmJuA0H5DZalW1vdp9ZxQUwBQZKVlmiowU13McuyyOj2+99nQYx7jbj3Ps2pKX15qWyYQFFotkrOo4Zm3frZtsmTqmpHgsI9A6DrbnT+k63uyw/8Xx8diSl4cGmblqzVFRaDhzxuuxWyDGfjxHuKfmGOhxnDjOJ9KGD7KIiIKo3GZD8YMPormuTvU2DadOqVrvmgkTXCaMLbfZUDxuHOqqq8VlddXV+HT8eBwtLlaV3805OaiprAQEQZzYt9xmQ0pWFoYXFiI2KQnAhV+KxCYlIS03t3W5yYTYpCTJRL56kOzbT/sgY3LXJtuChIEDYbL4503RjhN3Dy8shDUuTvJ5XXU1iseNw6fjx4dd/RulXRklH0RGsSUvD7uWLhVfqyo0N2PX0qV8mOWEsYPI2Nxdu/hyXVNus6GsqAgQhAsLTSZ0+f3vVW2vZd8mp4dl9r+d409ddXXrtadDLAIgux8ALrFr19KlrX9D+ZXaNZWVOHfihOsHJhN+++STLmWMTU5WTGdzTg6uGTfO9WGWyYSWpibxz7rqauxaulRyXQ0AkRddBOF8ub2Jv4GI3zxHuKemfvSoQx4HIu1MguB4hgtt9fX12Lt3L3r16oXo6GjN2yckJGB6VZXu+Xqta1c0O53k9dAlPh6lu3a5Xae0tBTp6em67zuYWKbQEI5l0hpj5rvp9zPPh97C5GRxYK632KQk5FRUSJa52190ly6YcuSI2zSVtpfblz+EQrtiHvWhNo/BbpN68XYM488YYmevSy37Cmb969G+jdKufMlHKPTzQGFdeBdj1IxjAm2BxSJ7I9MUEYEZDjcYg8Uobc0oMUyJUerJmRHzZcQ8yfHlXkyolNGRUfOs1PfVXOfpsR/7Fxo9jReVYpE/xrVy+3J3fpPbRku+TBERsucptfE3EPHb6OcIZ77e6wW0jWnU1I8edRjM42DUGBYoLH/olt8/X+EliWaTyS8PyBbqniIRBZo/J4GVS9vd/upVvN6Qk9mS0bT1NhnISbG17CvU698o7coo+SAyCqVv4ystb6sYO4jaJqU+ruY6T4/9qI0xgYxR3qTpvI2WNBR/NWaguuE5wj019aNHHfI4EGnHVwsSEQWRPyeBlUvb3f6iO3f2Kk1P6RL5U1tvk4GcFFvLvkK9/o3SroySDyKjsL+2WO3ytoqxg6htUurjaq7z9NhPbGKiqjgTyBjlTZrO22hJQ+l8pDaNQNQNzxHuqakfPeqQx4FIOz7IIiLyE6VJYh2XZxQU+GV+G6UJgeUm5gVaJ6Tt8cgjHtP1dfJhIr219TapNGG1XhzrUm5fpshImKOiFLcJVUZpV0bJB5FR9D4/t4ra5W0VYwdR26TU99Vc5+mxn4yCAo9jU3exyJdxrTkqyuU6V2lfStfpSttkFBS4jHdl82C1ondOjk/xNxDxm+cI99TUjx51yONApB0fZBER+cndW7eiY0qKZFnHlBTcvXWr+HdKVhZGvvMOIqxW1elGXXqp28+tcXGwtGuHTfffj8LkZMlkoSlZWRi5YgWscXGS9UcsX44uI0d63Lcvkw+3VeU2GwqTkzHfbHY5HsHKw9Hi4oDnwV/aepu0l99yySWeV9b4iwXHibcLk5Ox6f77YWnXrjV+nK/rkStWYMTy5eKcCKaICDTV1qIkP9/rtq5Xn/ElHaO0K6Pkg9ompXmwgjU/FgAMW7LE5QZk9yFDMGzJkiDlyJgYO7Sxny++6N8/aGM1InfUjmmU+n6XkSN9Hl85bl+Sn4/U7GzZGOOcB2tcnHjt6WmcKJf/7kOGePzVbWxSEkYsX47Lb7hBsrzZYe5Ex/z/8t13Ltfp9nRSs7Px+bRpmG8yif8+nzYN10yYILmGbi2QSfL/lro6HNi0SbFu1AhE/G6L5wi1Y5pymw0l+floqq0V251c/aRkZSE1O1tcxxQRgdTsbE112BaPA5GvOEcWEZGflNtsqHGapLOmogLlNpvL4MRkVv+9goZTpxQ/6z5kCI7s2IGm2trW/VVWYvP5bynb92m/wHBWWlqqav9K25OrcpsNm3Ny3B6PYOThTEEBrrjiirA5jmyTQPP546ukfbduOKthvs603FwMW7LEpf3UVVfDEhODzFWrXOpcj7auV5/RIx2jtCuj5IPaHqWJ0eebTEF7mFVus+HIjh2SZUd27JAdW7V19tgRyhN6B4IRxmpE7mhto3Ljho0vvID9c+d63c7l8lBWVKR40905D1rK4Bi72n37LTbn5EjmnbLExMjud0teHg5t2yZZJjQ0YFN2Ng5v346yoiLJ/i0xMchcvdoln8XjxkFobJSkU1ddjd3LlqH3xImSdOB4Ljz/f091o0Ygxn5t7RyhZkzj3E6F5mbxF1LOx6PcZkNZUZHYNoXmZpQVFSFh4EDND7N4riFSj7/IIiLyE/s3eRzZv4HmaT1vHdq2TdU+KTDUtoFA56Glro5tIoyU5Oe7XHA70/IQCwB2n/8lli9xzJu2brR0iMhY2LdJb2xTZHR6tNEfXn/dpzR8zYO322vZzj52ddHcjN2FharHs0pjaqGxUTYdOYwhoUlLe+O5gyg4+CCLiMhPag4eVLVcab1A5IX8S20bCPc8kH/541jav13oaxzTmjejpUNExsK+TXpjmyKj06ON1h875lMavubB2+21bOf4qy21n2m9Lne3D09pk/FpaW88dxAFBx9kERH5SWxioqrlSusFIi/kX2rbQLjngfzLH8dSfCe8j3FMa96Mlg4RGQv7NumNbYqMTo82Gt25s09p+JoHb7fXsp27ebSUPtN6Xe5pri4taZHxaGlvPHcQBQcfZBER+UlGQQEsMTGSZfZ3LDu6IjNTOlGsr5zSktunr5P9+ouafBk173LUtoFA58FstQY0D+Q/5TYbak+c0D3d3ufnLZBtP1FRaDhzRtIHMwoKYI6Kckmn4cwZTX1Urz4TiL4XSrGIKFwY4bwqxx4Pvujfn/EgxBi1TbUF7DfqyI2xzFFRHtuo4zil+dw5mCIjpSuYTK3XoSrzoGY8qGV7S0wMrsjMFPP4J6sV800m8d+/8/Jkt4PJhJrKSiywWDDfZBL3bR+7uoiIwOU33eSy2BQZiYyCAkk9NZw5AyjMXW2KjETvnBzX/MhQE0PkxpGBHFtuycvDAosFX/TrhwUWC7bk5fltX0Znr/eaykpV91IAnjuIgoUPsoiI/CQlKwvDCwsRm5QEmEyITUpymfTVPkko9Jw0XRDEAZjSPjfn5LQO1ARBnGz3aHGxfnnwglK+HAfwR4uLPa5jJGraQDDy0DM/n5PKhgH7hNRNZ8/qmq7JYkHCwIEAXNuPNS4OgiCgrrpa0gcPb98OQSaO1VVXa+qjevUZf/c9NfGKiPRnhPOqM8aD0GbENtUWsN9o4zzGkhtzOXKu36ZffnG93hQElBUVqapzteNBpbTk+llqdjbKiorEPLbU10u2OfX119izYsWF7YDWa9zz5RBfg31+3wkDByItN1fyIMrSvj3ScnJw+O9/d8mT0NKCw9u3S+qprroaZosFlvbtJeta4+IwcsUKDFuyRJIf+y+0rHFxsMbFqY4hcu2/eNw4fDp+fED6xJa8POxaulSsQ6G5GbuWLm2zD7PEYwF4vJdix3MHUXCYBE9nwBBSX1+PvXv3olevXoiOjta8fUJCAqZrnAxdjYXduvkt3cOHD7tdp7S0FOnp6brvO5hYptAQjmXyJcYo1Yf4zR8fmCIiZN/XHZuUhJyKCtX7jO7SBVOOHPEpL75QypdjORZ17Yr6o0fdrhNsodD2mUfj8Sa+6BE/lGiNH0pxyFN6/hCItqMmXgVbW+tD7rAuvIsx8938WnymAS4hjXJcjR4PjFJPjoyYJ8CY+TJinuRojTFG7zeeBPK4eFNXWsaI3tS5HsdPbR7t5xtP62sduwLar6M9Udsu/H18PFlgsciW2xQRgRlNTbruSw++3usF3I9p5IRKLPJWqJxb/IXlD93y8xdZRERBpMdkoGonr/W0XGkS4EBRk19fJyomCif+bPda44enya/DrY9ygmcismM8INKO/UY9b+pKSz16U+d6HD+t+/W0vjd50nodrRd/Hx9PlMrtaTzfljAWERkTH2QREQWRHpOBqp281tNypUmAA0VNfn2dqJgonPiz3WuNH54mvw63PsoJnonIjvGASDv2G/W8qSst9ehNnetx/LTu19P63uRJ63W0Xvx9fDxRKren8XxbwlhEZEx8kEVEFCTlNhtO6/AqP7lvTrmbaFRpYtIejzwS0Alm1ebLsRw9HnkkIJOqBrMeiNTKKChQnJDaF97Ej945OS4TkatJL1RxgmcismM8INIuo6AApshIyTJTZCT7jQx3MUbpmkVuG3NUlEudexurvD1+5TYbFsfHY77JpOrVet2HDJHs07lMdu7qI6OgQHaMaoqMRO+cnKDEb7mymCIjXfLpr7z0zsnRtDzc8RxOFDr4IIuIKAjKbTZseuABCA0N2jf28H5nTxONKk1MCiCoky6rmTC1y8iRfp9UlZNPU0jxYZ6aCKvVJZ54Gz8SBg6UnXjcGhcXlhMfc4JnahOUHpT74QF6KGM8IPKOyWkM4vw3tfLm2s15m+guXTBi+XKMXLFCt1il9fiV22z4dPx41FVXq0r/0gEDcPfWreLfkjLhwq+HPNUHAIxYvhzWuDgxLWtcHEauWIFhS5YEJX7LHdORK1ZgxPLlPJf4i5sxDc/hRKHDEuwMkPciBAEJCQl+SbtLfDxKd+3yS9pEBJTk5wMtLZq2sU846m5yWLWTkqZkZbkMzrZ17Yqm2lrJsqbaWpTk5wdsICeXL2/W8UVJfn7Q64FIjZL8fK8fZPkygbFcHyxMTobQ2OiybtRFF4Vtv/F3LCIKOqVxisbxS1tgjwehPHk2USCV5OejxekLfS0NDRxvK1Aae7m7ZnHcprS0FCnnY5Me9evN8ZPbRo59jFpaWurymbuxl7v6yKmocPslrWC0OaX9BiJrxi9cAAAgAElEQVQvu88/+JNbPmzJEr/vPyjcjGk4picKHXyQFcKaTSZMr6ryS9oL/ZIqEdn5MqmuXhP7Oqs/dkz3NEMRJ5+mUOFLm9S7PbPfEBERkVocN/gumHXozb7V5svb/LNNqSc3NYG75URERsH3QhARBYEvk+rqNbGvs+jOnXVPMxRx8mkKFb60Sb3bM/sNERERqcVxg++CWYfe7FttvrzNP9uUevbXMqpdTkRkFHyQRUQUBBkFBZrmmHCccNTdhLW+TEra45FHONEpOGk7hQ6tccTOH+2Z/YYoDHGOLCLyE44bfBfMOvRm30rXsFrS0DtPbVXv83OHqV0eFjimIQoL7LFERAFSbrNhcXw85ptM2DR2LCKdBtruNNXWYtPYsVgcH4/D27fDHBkpXcFkQu+JE71+t3O5zYYfXn+99b3iDoM5S7t2XqVnBOU2GwqTkzHfbEZhcjLKbTZV23HSdgoVKVlZyFy5Epb27TVtZ48n800myT8t/UQuL+w3ZOdt/CVjmanwiiGl5WQs9n74Rf/+7IdkOHqMG9rSuUaurHqNvTzVo9K+u15/vWS9rtdf73HfURdfLPnb0r49rHFxqvPvLq/O9WGNi4OlXTtsuv9+t+3DOc0teXmtfzuMkRdYLNiSl+e2bJ5oba/+bN/DlixBx5QUybKOKSnhOz8W3I9p2lIsIQp1nCOLiCgAjhYX49vnn4fQ2CguazxzRnM6ddXV2LV0qesHgoA9b7+NhIEDvbp42ZyTc2FyXIeJUOuqq7H5/DezQumGtHOZaiorNZWDE75SqEjJysLh7dvl44JGWvuJXF7Yb8jX+EvGMd9kUlw+UxACnBvSgv2QQoF93FBaWor09HRN27alNu6prL6U11PaSp/vWbECh7Ztk6R1aNs2bMnLk30Y4nK9idZfSw1/803V+VdzzO31obZ9yK0nN6YWmpvF5d487NHaXv3dvrfk5eFkeblk2cnycsXjFw7cjWksMTFtIpYQhQP+IouIKAB+eP11yUMsf2hpaEBJfr7m7Ury8yUXFc6aamu9SjeY5MoUiuUgUmN3YaFuabGfkK8Yf4mCj/2Qwl1bauP+LKuntJU+d36IZac0JtWjDFrSULuup+tgZ96OubWW39/tW6kcel5ThJK2EkuIwgEfZBERBUD9sWMB2U/NwYN+2cabdINJKb+hVg4iNQSdX/PFfkK+YPwlCj72Qwp3bamN+7OsntLWug+lMakeZdCShtp19SqfJ1rL7+/2rVQOva8pQlk4xhKicMAHWUREARDduXNA9hObmOiXbbxJN5iU8htq5SBSwxQRoWt67CfkC8ZfouBjP6Rw15bauD/L6iltrftQGpPqUQYtaahdV6/yeaK1/P5u30rl0PuaIpSFYywhCgd8kEVE5Edrhg7FfJMJ9UePBmR/DWfOaJqcdEtensdvG5ksFmQUFKhKLxATparZR0ZBASwxMZJllpgY1eUgChXlNpv+v8iqrMT8iIgLk1yf///i+Hgsjo936XtGmyD5aHGxofLT1jD+kr/ZY84X/fuzjytgP6RQ4Etf1qONB3v84m7/jp81nDkDc1SUZFu5snpTHk/1qPR59yFDZNPrfX5uIee8XJGZKZvOFZmZ4nqO48zF8fH42+DBkrLI5QUALvn1r8X/26+9ayorXdaz729xfLw4xq09ccKlbt2xl8/OuZxHi4tdPzOZUHPokGx+lNrrFZmZgPOcTufLpUdbdS6Hp+XhTk0sCXa8IKJWlmBngIgoXK0ZOlTx/eH+UlddrXpy0i15ebKT2ToTmppwePt2j+kFYtLlo8XF2D93rsd92P9fkp+PmoMHEZuYiIyCAk7YSmGl3GbDprFj/ZN4S4vL/+uqq8VF9r53ePt2lBUVGWaC5HKbDf8rKEBLXZ0h8tMWMf6SPwVirBEO2A/J6Hzty7628WDHEnf7ByD5rK66GqbISFjj4lB38qRsWb0tj6d6VPocAH788ksITU1iWiaLBQkDB8rmpayoCKnZ2TiwaZOYzhWZmZIxpOM4U27MObywEF2vv97l+vrQtm3YkpeHk/v2KV57xyYl4YrMTOx5+220NDSIy5vOngXM5ta6ra5ufXgkCIr15UiunGcKCnDFFVcAkB5DybgagDUuDoNffVX22JTbbCgrKnLNx/m/9Wir3330keLyYUuWeJVmKBteWOg2lgQ7XhDRBSZBUBmlQ0B9fT327t2LXr16ITo6WvP2CQkJmF5VpXu+FnbrFlLp2tM+fPiwX9L2VWlpKdLT04OdDV2xTKFBa4yZ7/wtqgCKTUpCTkWF23UWWCyqf8lhiojADIcLFTmFycmy335Tkxe1FnXtKvvrNj334atQaPvMo/F4M4ZR6nOBZIqIkI0jweqTgYhDoaKt9SF3WBfexRh345iZQbqENHofN2JbY57UM2K+jJgnOVpjTLD7sq/79/W4uNs/AM1581QevduRHvnXOo6NTUrC6R9/lB13Ko1H7WYKgtv9ucu3837s18Te1IHjOlqPpZY0PDHi+d0dX+/1Ar6VOdjxyh9C5dziLyx/6Jafv8giIgpDaiYn1fI6MjXrBmLS5fpjx/y+D6JQYYR2r3VSb39rS5O/E7VF7ONE4SHYfTkU9+/NZ/4qjx7515q3moMHFX8t5cu1qpa8OO7HlzrXIy887wVOsOMFEV3AObKIiMKQmslJtUzmqmbdQEy6HN25s9/3QRQqjNDutU7q7W9tafJ3oraIfZwoPAS7Lxt5/97kLdDl0SP/WvMWm5ioOO705VrV/pnW62dv6kBtXtTgeS9wgh0viOgCPsgiIvITpUlwdeHmp/FqJzrWMpmrmnUDMbF4j0ce4eTlROfp0u59eAWqJSYGvXNyDNUnMwoKYLZaDZMfItJXIMYaROR/we7LRt6/N3kLdHn0yL/cekrs2ytdk/bOyVG89rYvzygogDkqyuVzU2SkYr7l9uMu/2ar1WNa3hxLrWl40r5bN03L27pgxwsiuoAPsoiI/OTurVv9l7ib9zg3nTuHTWPHYr7JhPkREZhvMmFxfDwWx8e3Ljv/b9fSpZ73YzYjLTdXMulruc2GwuRkzDebUZicjHKbDUDrRKfDCwtb3wtuMiE2KQnDCwt1nQC1y8iRuu1DqRz+EMh9UduhS9/y8j341rg4cdJucSJrADCbAZMJm+6/36e27m2fScnKQs/8fL/GIWJMayuU5owI5vwZKVlZ0pgDoKm2ln1cxpqhQzHfZMIX/fphvsmENUOHBjtLRCJv+vKWvDwssFgw32TCAosFa4YOFc9F4rWOyvOS/brFGhcnLrO0aye7rrfnPHfbubtuSsnKQmp2tvjrH1NEBGKTk1GcnS25lnO+DotNTpbsP/rSS/H5tGliHFgcH48teXlinl69+GLMN5vF+tySl6eqXPb9OT8UaqqtxaaxY7Fp7FjZY2u/PrXn4/Np01zWk2Np3x7DCwsBAAc2bVJc7+6tW9ExJUWyrGNKCq4ZNw6L4+OxaexYtDQ0SL/EZTJBaGxESX4+Dm/frtgG5K6JJcfwvJa6Omy6/35sefhh+bKZTEjNzkZKVpZL+7Afm0333w9Lu3Zi23RsBwB0GdvmHj6saXk4UBq7ZK5e3XocHPqWPb7Y759sGjsWJrO59Zi4ub5QOqbOMcBdbPAm3mjZxr7uF/37cwxPIYlzZBER+Ym7CUX9ynGQ1tICAKirrvYqKYvVioSBA8W/y202bM7JEQfmNZWV2Hz+m2n2Cy9/30zSYx+eyqGnQO6L2pb5Gl4PqreG06exe9kyCI2N0g9aWtB09iwA79u6r32my8iRuHXOHNX7I20Y09oOpXHMfJMpaA+zlOLe/IgIzNQw92e4WzN0KA5t2yZZdmjbNqwZOtS/X7QiUklrX96Slyf5Ep7Q3Cxp447XOlrOS03nzknScN5O6Zz3m9mzgfR0xXTVnCuVrmnKbTaUFRWJ8zEJzc04WV7usp5jmntWrHBZ52xVleTvuupqSR02njkj/l9obhY/c3xYo2RpQgIaTp3yuJ4c53x40nT2LPasWIEjO3YoPvjatXQpTu7bh5qKCsnyn/fvx6bsbMCxTQkCTBaL+BALaK1Ld3lKmzRJtl5SsrJwePt26baCIKlbCUHA7mXLAABlRUWS9uGYRl11NUyRkTBHRbU+fEPrMbL/CsjX8VZbPJcqjWk2jR3rssw5vgCt/aW5oQGZq1Yp9lvnPu94TO399fD27S7HfrPDL/20jrG1jMs5hqdwwF9kERGRoqbaWpTk54t/l+Tny37DznGdUBDIcoRLnZEBnX9QHZRdNzS4PsSS4U1bZ58xNh4fCiqluBfEeGhEzjfgPC0nCjiNfXn3+V/kqKXmvKTmfKa0zg+vv+5z2lq2VWJPU6++rbaenR+S+duhbds81oncOkJjo/Qhln15U5Oqcaydu3rR2jaFxkbsLiz0WB6hsVF8iGWn23iL51KvtDQ0KNa/mn7bVFsre+ztx9WbuKFlG47hKRzwF1lERORWzcGDsv9XWicUBLIc4VJnRN7S2tbZZ4yNx4eIiAJN8OJXIp7OS2rOZ0rr1B875nPaWrfVa313vKnntsBdvXhTZ77UM8dbweXrOFjp2Lvb3pvP5JZzDE/hgL/IIiIit2ITE2X/r7ROKAhkOcKlzoi8pbWts88YG48PEREFmsmL1yl7Oi+pOZ8prRPdubPPaWvdVq/13fGmntsCd/XiTZ35Us8cbwWXr+NgpWMfm5joVdpatuEYnsKBYR9kbdiwAZmZmRg+fDhsnHyOiCgo7O/htssoKIAlJsbtOqEgkOUIlzojAzIHbxhnjoqCKTLS43retHX2GWPj8aGgUop7QYyHgPEmT+8+ZIim5UQBp7Ev93aYQ0YN5/OSvY/ON5vFPip3PoPJhJrKShQmJ2NLXh4aZOY6ssTEoMcjj7jdf0ZBgcs4yRQZqepcKZsvBfZy6tW3heZmVTGsfbduuuxPrQir1eO4s2NKivwHCnMjqRnH2pkjI7E4Pl7Sfuy0tk3g/K9yPMynbYqMBJweeqhtQx4Z9FxqdOaoKGQUFGBLXh4WWCyYbzJhgcWCLXl5uCIz0+MxtcTEoHdOjuI4Wqnv11RWYkF0tGz70zIu9xSX5OJksBgpL3qSazuhLtDHypBR6tixY1i4cCHeffddrF+/HmvWrMF3330X7GwREbUpsUlJGF5YKJn4MyUrC8MLCxGblASYTLLrhIJAliNc6oyMJ1jfmo1NSsKI5csxcsWK1nbtkBdrXByscXE+tXX2GWPj8aGgMuC8HvbJ02sqKwFBECdPD+ZNl7u3bnW5sd19yBDcvXVrkHJEJKU0hlFaPmzJEqTl5oqfmyIiWh9cyNw4tsbFSc5LSn0UwIXzGdCaliAAaL1xvGvpUtRVV8um3WXkSM9ldMqb899KnM+z1rg4mGQeMDiWU67Pyz5sMptbx2luqIlhHa++WlVZYDIhwmpVt64bzXV14rFRcrK8XP4Dhe0uv+EGyVgmLTf3QluQ2X9ddbVsjD+5b5/6gjjn63ybkOz/fH56T5wIs/ODLJVtyCMDnkuDyfm4myIi0H3IEElfscbFYcTy5Ti8fTt2LV0qviJQaG7GrqVLsevNN6VtzWRC9yFDXMbLw5YsURxH2/u+OTraJY9CQ4Ns+9M6LleKS0YayxgpL3rakpcn23ZC+WFWMI6VSRA8nA2CYN26dfjmm2/w4osvAgBef/11CIKAyZMnu92uvr4ee/fuRa9evRAt0/E9SUhIwHQ/TFq5sFu3kErXnvbhw4f9kravSktLkZ6eHuxs6IplCg1aY8x8lQNNU0REwN5HHpuUhJyKCvHvwuTk1pOOh/WMIhTaFfOoj1DIo568GcOojTF6MGpMkNPW2o4S1sMFrAv9Y8zMIF1CGjFPRh9LGbH9GzFPgDHzZcQ8ydHzOkltX1bb99Ssp7SO0jaejoueccHbtNxtB8Bjed2lr/X4eapf+74CObY1RURgRlOT7Gdq2oOaPMcmJXldz/48txjxXOqOr/d6Af3KvMBiUX3vxttjpaYf6B1LAPmYEIyxTCDGVcE4tyq1HXexyF/0Kn8wxsAWv6Tqo59++gmXXXaZ+HenTp2we/du1dvv3bvXH9lqc0pLS4OdBUVGzpu3WCbtgnVRp3eMCeSkujUHD0qOi7sJP43aJo2aL0fMoz6CncdgxBijjmGMHBPkhFJe/Yn1cIER6yKUY4wR6zNYeQqFsZRR8uHIiHkCjJkvb/IUytdJasurtu+pWU9pHXfbuMunnnHB27Tcbad2v960PbltPO0zGPFSaG5W3KeaOlKTZ1/SCda5RW3aoTyGcaalPrXcu/HnsdI7lui5H18Fqu0HI+YoLQ/G2EOPffrzWCnFGEM+yGppaZH83FEQBE0/ofXlKT1dYNRvfoXKt9K0YJlCi9oY84XK9AL6i6zERMlxKU1MlP8GhdN6RhEK7Yp51Eco5NEftIxh1MYYPRg1Jshpq23HGevhAtbFBXrFmGDVpxHzZPSxlBHbvxHzBBgzX0bMkzt6XCepLa/avqdmPaV1lLbxdFz0jAvepuVuO0DFL7LcpK/1+HmqX/u+Ajm2NUVEKJZPTXtQk+dYDemozYMe5xYjnkvV8OVer15l/quGezfeHis1/UDvWAIo/CIrCGOZQIyrgnFuVWo77mKRv+hV/mCMgQ05R1aXLl1w/Phx8e/jx4+jU6dOQcxR2xMhCEhISND9X3paWrCLRmQoShN++mtfzpN+apkclIiMRcsk1VqYo6IkfzMmEBEp41iKSDulMYyWsY3avqdmPbl1nGnp13rGBW/Tcredp/J6St95Pi5PyzMKClzGl3bmqChxX0rb29fTc+zb+/w8aXK01I+7uvClnnluMSbFduM0j50vx8pdP/Alba0xIVjtzUh50ZNS23EXi4wuGMfKkA+yfve732HHjh04efIkzp07h82bN+OGG24IdrbalGaTCdOrqnT/d/TEiWAXjShglN617HbCTzkRES4TGZuiolwGS9a4OMXJe5Um/dQ6OSgRGceMhgavLujN0dGAyYTIiy6SLLe0b4/M1asxYvlyxgQiUhzHBHP+DCPmiWMpIu3kxjCmyEjMaGhQnYbavqdmPbl10nJzve7XesYFb9Nyt53zZ+J1pMr079661eVme/chQ3D31q2KeRmxfLnLtao1Lg4jli8X9yWXLtB6LTti+XKMXLHiwjWzw7WwNS4OmatXo2NKimS7jikpyFy9Gpb27S8sNJuRlpuLYUuWKJZPS/24qwtf6tmf5xYjnkv9Ta8yD1uyBGm5uTBFRABo/TVNWm4uMleu1O1YybUpU1SUX2OJkcYyRsqLnpTajrtYZHTBOFYmQTBmpNqwYQPefPNNNDY2YvTo0XjooYc8buPrBIAJCQmYXlXlTXbdWtitW0il68+0F3brhsOHD/uURqi9XkENlik0+BJjQqE+mEd9MI/6CIU86snXMUxbqy93WBetWA8XsC7CM8YwT+owT+oZMV9GzJOccL9OchZqeQ61/ALMc6CEQp59HcM4C4Uy+1tbrwOWP3TLb8g5sgBg1KhRGDVqVLCzQUREREREREREREREREFiyFcLEhEREREREREREREREfFBFhERERERERERERERERkSH2QRERERERERERERERGRIfFBFhERERERERERERERERkSH2QRERERERERERERERGRIVmCnQFqWyIEAQkJCbqn2yU+HqW7dumeLhERERERERERERERBQ8fZFFANZtMmF5VpXu6r/npARnAh2RERERERERERERERMHCB1kUFvz1gAwAFvolVSIiIiIiIiIiIiIi8iSsHmQJggAAaGhoCHJOKNzU19eHxT589bv+/XG0ulr3dLvExeGrb77xatuoqCiYTCadcyTP1xgTCseYedQH86gPI+QxUDFGjzGMEerLKFgXrVgPFxi1LhhjfMM8qcM8qWfEfHmbJ14n+Veo5TnU8gswz4Fi9Bjjj3u9oXic9NbW64DlN3755WKMSbBHhDBw+vRp7Nu3L9jZIKIA6tWrF6KjowOyL8YYorYnUDGG8YWobWKMISJ/4XUSEfkTxzBE5E9yMSasHmS1tLTg7NmziIyMDNg3j4gouAL5TUPGGKK2J1AxhvGFqG1ijCEif+F1EhH5E8cwRORPYf+LLCIiIiIiIiIiIiIiIgof5mBngIiIiIiIiIiIiIiIiEgOH2QRERERERERERERERGRIfFBFhERERERERERERERERkSH2QRERERERERERERERGRIfFBFhERERERERERERERERkSH2QRERERERERERERERGRIfFBFhERERERERERERERERkSH2QRERERERERERERERGRIfFBFhERERERERERERERERkSH2QRERERERERERERERGRIfFBFhERERERERERERERERkSH2QRERERERERERERERGRIfFBFhERERERERERERERERkSH2QRERERERERERERERGRIfFBFhERERERERERERERERkSH2QRERERERERERERERGRIfFBFhERERERERERERERERkSH2QRERERERERERERERGRIfFBFhERERERERERERERERlSWD3IEgQB9fX1EAQh2FkhojDEGENE/sL4QkT+xBhDRP7EGENE/sL4QkR2YfUgq6GhAXv37kVDQ4NX25eVlemco+BjmUIDyxQafIkxoVAfzKM+mEd9hEIe9cQxjH5YF61YDxewLsIzxjBP6jBP6hkxX0bMk5xwv05yFmp5DrX8AsxzoIRCnn0dwzgLhTL7W1uvA5Y/dMsfVg+yfFVXVxfsLOiOZQoNLFP4C4X6YB71wTzqIxTyaCSsrwtYF61YDxewLnxnxDpkntRhntQzYr6MmCe9hWIZQy3PoZZfgHkOlFDMs6/aYpmdtfU6YPlDt/x8kNWGvfPOO7j55puRlpaGcePGoaKiQvW2zz33HAYPHixZ1tzcjAULFiAjIwN9+/bF1KlTceLECck6f/jDH9CzZ0/Jv/z8fD2Ko6vKykpMmDABffv2xY033ohly5Z53MaX+iQiIiL1tJ5zt23bhttvvx29e/fGkCFD8NZbb0leT1JZWYm8vDxcd911+O1vf4upU6eiqqrKz6XQTs1Yy9mePXtwzz33IC0tDcOHD8f69esDlFui0KU1xnz11Ve4++67MX78eNx88814+eWXZW8SCIKAiRMnYsmSJYpprV+/HiNGjPC1CH6ze/duMabccsst+Oijj9yu39zcjHnz5mHgwIHo27cvpk2bhpqamgDllsh4tMYXT/cm9u/f73KPpWfPnti5c6e4zmeffYYRI0agT58+yMzMxNq1a/1RNJ85jlmmT5/uccxy9OhRTJ06FQMGDEC/fv0wffp0HDt2THbdmpoa3HjjjVi0aJHL8ieffBIDBgzAgAEDMGPGDJw8eVK3MhEZgXPcOXLkiNv11dwTXbt2LW655Rb07t0bd955J3bs2CF+NnjwYNm41LNnT8NdY2m9/3vmzBm88MILuOmmm9C3b1/ce++9kngLAKtXrw6JmBuK+CCrjVq7di1ee+01PPHEE3j//fcRHR2NiRMnqvqp7t///ne8++67LssXLVqEdevW4eWXX8bq1atx9OhRTJkyRfxcEAT88MMPmD9/PkpKSsR/s2fP1rVsvmpoaMDEiRPRvn17rF27FjNnzsTixYvx/vvvK27jS30SERGRelrPubt27cLUqVNx6623YuPGjXjiiSewZMkSrFq1CgBQW1uLCRMmoKWlBUVFRXj77bfx888/46GHHjLcedzTWMvZyZMnMXHiRKSmpuLDDz/E/fffj/z8fJSUlAQw10ShRWuM+fbbb5GTk4Prr78eBQUFeP7551FcXIznn39esl5DQwPy8/Px97//XXHfW7duxVNPPaVrefR04sQJTJgwAddccw0+/PBD3HvvvXjyySclN6+cvfLKK/jkk08wf/58rFq1Cj/++CNeffXVAOaayDi0xhc19yb279+PDh06SO6xlJSUIC0tDQDw7rvv4r333kNubi4+/vhjjBs3Ds8995zhvtjiPGYZMWKE2zGLIAjIyclBTU0NVq5cidWrV+P48ePIzc2VXf/ZZ5/F0aNHXZZPnjwZe/fuxVtvvYVly5Zh3759hrtHReQLubjz8ssv+xR31q1bh+eeew4PPfQQNmzYgP79+yMvLw8//vgjAOAvf/mLJB5t2bIFXbt2xahRo9CtW7eAlFsNb+7/zpkzByUlJXjppZfw4YcfIjU1FRMmTMCBAwcAtMbcBQsWGD7mhiwhjNTV1Qk7d+4U6urqvNp+586dOuco+JTKNHz4cOG1114T/z5z5ozQp08f4eOPP3ab3s8//ywMGjRIGDt2rHDzzTeLy+vr64W+ffsKH3zwgbjs0KFDwpVXXimUlpYKgiAIlZWVwpVXXikcPHjQlyL5/Tht2LBB6NOnj3DmzBlx2aJFi4Thw4crbuNtfdq1pbYXynyJMaFQH8yjPphHfYRCHvXEMYx6ns65znXx6aefCnPnzpUsy8vLEx5++GFBEARh8+bNQkpKinD69Gnx86qqKuHKK68Uvv76a38VQzM1Yy1HO3fuFN544w1h8ODBQnNzs7h81qxZwrhx4wKSZ6NoS/1DSTjGGH/lSeu4/o9//KPwhz/8QZKndevWCampqUJDQ4MgCIKwd+9e4bbbbhMGDx4s9OvXT3j99dcladTW1gpPPvmkkJqaKvz+978XbrnlFt3Ko2c9LV68WBg2bJjQ0tIiLps5c6YwceJE2fXr6uqEPn36COvXrxeXVVRUCFdeeaWwa9cu3fKll7bUzvUW7tdJzrzNs9b4oubexMKFC4WsrCzFfY4aNUqYMWOGZNns2bOF+++/36sy+IvzmGXnzp1uxyw//fST8OijjwqHDh0Sl23ZskW48sorhVOnTknW/eSTT4Thw4cLgwYNktT/jh07hKtnhpcAACAASURBVKuvvlo4cOCAuKykpEQYOnSocPbsWc1laEttOZB8HcM4C4Uy60ku7vTu3dvruNPS0iLcfPPNwiuvvCJ+3tzcLPzf//2fYppPP/20MHjwYKG2tlaPIvnM3ga03v/9+eefhZ49ewp//etfxWUtLS3C0KFDhUWLFgmC0Bpz582bJ9nOaDE3lPsAf5FlcD179sSrr76KG264ATfccAOOHz8uu47SP7n1q6urUVFRgQEDBojL2rdvj169ern8HNLZM888g8GDB+P666+XLP/2229x9uxZSZqXX345EhISxDT37dsHq9WKhIQETXXgaPDgwfj444+RnZ2N3r17IzMzE5s3b1Zcf9GiRYp1M2vWLNltdu7ciV69eqF9+/bisgEDBqCiokL29T2+1CcREVG48nUMY/9GnyNvzrm33HKLeM5vaWnBjh078M033yAjIwMA0Lt3bxQWFuKiiy4StzGbW4fIv/zyi6qyLlq0CA8++CBeeeUV9O/fH9dddx1eeOEFxW86/vjjj27LLkfNWMvZzp070b9/f7E8QOuY5l//+hdaWlpUlY3IqO677z5DxJgxY8bgmWeekSwzm81obGzEuXPnAAA7duzA9ddfj48++ggXX3yxSxrHjx9HVVUV3n//fZfXt6vR1NSEnj174v3338edd96J3r174w9/+IPba5GZM2cq1o3Sqw9LS0vRv39/mEwmcdmAAQNQWloqu35ZWRlqa2tx3XXXicuSkpLQsWNHXieRoRllDKPm3sT+/fvRo0cPxbLMmTMHQ4YMkSwzm82aXvHZs2dPvPfee2J8ufPOO/HNN98orj9r1izFunF+tZ9jWbWMWS677DIsXLgQl19+OYDW1wyuWbMG11xzDS655BJxvWPHjuGPf/wjXnrpJURHR0vSKCkpwdVXX43k5GRx2cCBA7FlyxbExMSoqhsib/gjxshRijs9evTwOu788MMPOHz4MDIzM8XPzWYzPvroI4waNcolvW+//Rbvv/8+nn76abRr105VvoHW+7+FhYWGuv8bFRWFwsJCpKeni8tMJhNMJpMYU+fMmYN77rlHsp3WmEvKLMHOAHm2du1avPXWW2hsbMRll13m8rm718PIvW/Z/nPqzp07S5Z36tRJ9qfWdh999BHKy8vx0Ucf4Z133tGc5v79+3HxxRdj5syZ+Prrr9GhQwfceeedyM7OlgxWPPnggw8wdepUPPPMM9i4cSOmTp0Km80mCSR248ePdwkgdlarVXb50aNH0alTJ5dyAMCRI0cQHx/vsj6gvT6JiIjCnS9jmI4dO7os8+Wce/LkSQwaNAhNTU0YNGgQxowZI6blnF5hYSHatWsnO7ZQsnPnTrS0tGDVqlU4duwY8vPz0dDQ4PJ6MQDo2rWr5tf7eVP2o0ePIiUlxWX9c+fO4dSpU7J1TBRKjBBjrrzySsnfjY2NeOedd9CnTx/ExsYCACZOnOi2HImJiVixYgWA1rlsvDVv3jzMmjULffv2xfLlyzFhwgS8/PLLsus+88wzeOKJJ2Q/c7yh4+jo0aPo06ePZFmnTp1w9uxZ1NTUiOV1XN++jqMOHTp4nJ+DKNiMEF/U3JvYv38/6uvrMWbMGBw+fBi/+c1v8Nhjj6F3794AXB82V1VVYePGjRg7dqxi/uXY40t6ejqKioowYcIEbNy4Ed27d3dZNz8/HzNmzJBNR+kBkS9jlry8PGzbtg2XXHIJVq5cKS4XBAGzZ8/G6NGj0bdvX5ftKioqkJiYiKKiIvz5z3/GuXPnkJGRgccff1zyMIzIH/SOMXKU4s6ll17qddz56aefALTOL/fAAw+ID9NnzJiBa6+91iW9RYsWIT09HTfeeKOqPDtvO2XKFMPc/42JicENN9wgWfbZZ5+hsrISgwYNAgDJQ0PA+5hL8vggKwTccccduPrqqxU/lwt4dgcPHnRZZv9moPO3UaKiolBfXy+bzpEjR/Diiy/i9ddflx14nDt3DmazGZGRkYppfvfdd6itrUVGRgYmTZqEf/3rX5g3bx5Onz6NqVOnKpbBWZ8+fZCTkwMAmDJlCv7xj38oBrL27dsrXogpqaurczkpREVFAYBs/XhTn0RERG2BL2MYOb6cc61WK95//338+OOP+OMf/4hZs2ZhwYIFLuu9++67WL16NZ566il06NBBdd4iIiKwcOFCxMXF4aqrrsKjjz6KZ599Fo8//rjk1172db0pu6exlrO6ujpxDOO4PgDDzf9F5A0jxRig9Vefs2bNwv79+2XnFPa3u+++G6NHjwYAPPfcc/jqq6/wxRdfYMSIES7rXnzxxbK/DnOnrq5Otm4A+eukuro6REZGunxpMTIyktdJZHhGiC+e7k3U1dXh0KFD6NixIx5//HFERUVh9erVGDt2LNatW4df/epXkm1PnjyJSZMmIT4+XrynotaYMWPELwE988wz2L59O95//33ZB1bexhdvxyxTp07Fww8/jCVLlmDcuHFYv349OnfujFWrVuH48eOK95vOnDmDsrIynDp1CnPnzsW5c+fw4osvYvLkyVi5cqXk16dEetM7xshRijvuzsOe4s6ZM2cAtP7ycurUqejRowfWrl2L7OxsrF+/XhJ3Dh06hM8//xyFhYVe5f+mm24y1P1fZ7t27cKTTz6JW265RXyQ5ciXmEvy+CArBMh9w8WR3DdL7F566SWXZfYn0c6DgYaGBtmfeQqCgFmzZuHOO+9Ev379ZPdjtVrR0tKCpqYmWCwXmpVjmi+//DJqa2vFb+r17NkTp0+fxhtvvIEpU6aoHiQ4B/q0tDT87W9/k133jTfewJtvvin72ahRo2S/JW21WmXrBpD/9pDW+iQiImorfBnDbNy40WUyYF/OuTExMUhNTUVqaiqam5sxffp0PP7445JvKC5duhSvvPIKJk2apPlbcz169EBcXJz4d58+fdDY2IgDBw7gmmuukaxbVVWFW2+9VTGtf//73y7L1Iy15LZRGtNwjELhwEgx5ty5c1i4cCH27NmD1157zaXfB4Ljt4AtFgtSU1Nx6NAh2XXz8/OxadMm2c/y8vLw0EMPuSyPjo7WFFOsViuampogCILkWq+xsZGv7SLDM0J88XRvwmq14ptvvkFUVJR48/Wll15CWVkZ3n33XTz11FPidocOHcLEiRNRV1eH1atXa37Q1L9/f/H/ERER6NWrF/bt2ye77tNPP40NGzbIfjZp0iQ8/PDDmsrqKf5eddVVAICFCxfipptuwrp16zBs2DC8+uqrWL16tcsDMjuLxYKmpiYsWrRI/NLR3LlzMXr0aJSXlyM1NdXtfol8oXeM+fjjjyWvOh41apT48Nm5bzU2Nnodd+xfqnv44YfFVwmmpKSgtLQUf/7znzFnzhxxuw0bNqBr167iK921cow7QPDv/zr629/+hmnTpiEtLQ3z5s1z+dzXmEvy+CArBDg/OXe2fv16xc+OHTvmsqxr164AWt/FnpSUJC7/6aefXL6xA7TebPnHP/6B//znP3jvvfcAtAa9pqYm9O3bF2+99ZYkTfv/7WnabxBZLBaX10307NkTZ8+exenTp10+UxIRESH5u6WlRfEh2D333IORI0fKfub87Wi7Ll264MCBA5Jl9p/OOv8cF9Ben0RERG2FL2MY59c8AN6dc/fs2YOGhgbJN/fsrwI7duwYOnfujJaWFjz77LNYs2YNZs6cKXsD1xPHh0sA0NzcDACyr0/u1KmT27LLUTPWctalSxeXd+7/9NNPiImJ4cUUhQUjxBgA+PnnnzFp0iTs27cPhYWFLvMJB4pcHFJ6hfv06dMVvx186aWXyi7v2rWrbEy56KKLZL8F3aVLFwiCgOPHj0vq++eff1aMW0RGYYT4oubehPN9DbPZjF//+teS13dWVFRg6tSpiI2NxXvvvScZR6jlHF/c3YeZNm0aJkyYIPuZ0iv7tI5ZTpw4gX/+85+SLwa1a9cO3bt3x7Fjx1BcXIza2lrcd9994ufnzp3Dm2++iU8//RQbN25E586dkZCQIKnDX//61wBa5zPlgyzyJ71jzODBg5GWlib+7diunePOqVOnJOs68hR3amtrAUhfrWwymdCjRw+Xubu2bduGkSNHev3rRi1xJxD3f+3WrVuHOXPm4Oabb8af/vQnl4fl5eXleOihh3yKuSSPD7LCgGMwciY3OV1cXBySk5Px9ddfi7+wOnv2LPbu3Sv7PtHOnTu7TKj37rvvori4GKtWrULnzp1hNpvRvn17fP3117jtttsAtJ74Dx8+LD5BHzNmDNLS0pCfny+ms2fPHnTq1En1QywALkHmP//5j8u7lO0uvfRSxQsxJenp6diwYQPOnTsnfkPhn//8J6644grJN63ttNYnERERtXI3hpHjzTn3gw8+QGlpKT7++GPxwmf37t2IjIwUJ/d+/vnn8Ze//AVz587FnXfe6VVZDhw4gNraWvHbe7t27YLVapWdgN1isWgu+1VXXeVxrOUsPT0dH374oeTXEP/85z9x7bXXapqflChUBSLG1NXVYcKECThy5AjmzJkTtIdYAFBWVoaBAwcCaP1GcXl5ueK3oOPj413mfvDk2muvxcaNG11iSr9+/WRvLKWkpCAmJgbffPONeLO5srISJ0+eVHzTB1GoCER88XRvYu/evXjggQewatUq8aFLc3Mzvv32W/GVot9//z1efPFF9OjRA4WFhZpem+yorKxMnOOmqakJZWVluP322xXLKnfvxB2tY5aqqio89thjSExMFH8Be/r0aRw4cAB33HEHbr31VvHXInYPPvgghgwZgnHjxgEA+vXrhw0bNuCXX34RH7Dt378fQOvchUTBpDXGXHTRRbIPbOTizg8//KA4f6enuBMTE4OYmBjs2bNH7HuCIOD777+XjIFqa2vx3//+F48++qimcjgqKyuT/B3s+78AsGnTJsyePRt33XUXnn32WZcfW3z//fcYN24cEhMTfYq5JI9XsG3Ugw8+iLfeegsbN27Evn37MGPGDHTq1AnDhg0D0Dr4OX78OOrq6sSbLY7/LrnkEnG51WpFVFQU7rvvPsybNw9/+9vfUFZWhsceewwDBgwQJwQeNmwY3nvvPaxfvx4HDx7E2rVrsWzZMsn7ik+ePInTp0+7zXtJSQnWrFmDAwcOiK/vyM7O1q1uhg0bhksuuQQzZszAvn378Mknn+Dtt9+WfGPx9OnTOHnypOr6JCIiIn14Oue2tLSIYxgAuO+++1BRUYGXXnoJFRUV+OyzzzBv3jw8+OCDiI2NxZdffok///nPyM3NxaBBg3D8+HHxn/3d6GfPnnX5lrCz06dPY/bs2fjuu+/wxRdf4JVXXsF9992n2yv81Iy1GhoacPz4cfGVGKNHj8bJkyfxzDPP4Pvvv8eqVavwySefKF64EpG26yQAePXVV/Htt9/ipZdeQocOHSQxpKWlRbd8HT9+XPwWtJJly5bhs88+w/fff4+nn34atbW1uPnmm3XLw1133YVjx47hueeew/fff4+ioiJ8+umnkl9enDp1Cr/88guA1lf23HPPPZg7dy7+/ve/Y+/evZgxYwZSU1OD8upFomDTGl883Zu46qqrkJCQgKeeegq7du3C/v37MXv2bPz888944IEHAABPPPEEIiMjMW/ePDQ1NYnxyfF+xvHjx3H27Fm3eV++fDmKi4vF+PLLL7/g7rvv1q1unMcsn332mcuY5dSpUzh16hQAoFevXujXrx/mzJmD3bt3o7y8HI8++ig6duyI22+/HZdeeqnLfSyLxYJLLrkECQkJAICRI0eia9eumDZtGr799lvs2rULc+bMwXXXXed27iKiUCIXdy699FKv4067du2QnZ2NV155BZs3b0ZFRQXmzp2LgwcP4t577xX3+7///Q/Nzc2SX245UnP/96OPPjLU/d8TJ04gPz8fAwcOxNSpU3Hy5EkxptrnDnviiScQFRXlNuaS9/iLrDbq3nvvxenTpzF37lycPXsW1157LZYtWyb+HPLIkSMYMmSIpm8mP/roo2hqasL/+3//D01NTRg0aBCefvpp8fOJEyfCYrFg6dKlqKqqQrdu3cS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\n",
      "text/plain": [
       "<Figure size 1728x1728 with 42 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Function to calculate correlation coefficient between two arrays\n",
    "def corr(x, y ,**kwargs):\n",
    "\n",
    "    # Calculate the value\n",
    "    r,p = stats.pearsonr(x, y)\n",
    "\n",
    "    # Make the label\n",
    "    label = 'r = ' + str(round(r, 3))+', p = ' + str(round(p, 3))\n",
    "\n",
    "    # Add the label to the plot\n",
    "    ax = plt.gca()\n",
    "    ax.annotate(label, xy = (0.2, 0.95), size = 15, xycoords = ax.transAxes)\n",
    "\n",
    "# Create a pair grid instance\n",
    "grid = sns.PairGrid(data= df,vars = ['medical', 'fever_clinics', 'cure','death', 'cure_rate', 'death_rate'], size = 4)\n",
    "\n",
    "# Map the plots to the locations\n",
    "grid = grid.map_upper(plt.scatter,color = 'darkred')\n",
    "grid = grid.map_upper(corr)\n",
    "grid = grid.map_lower(plt.scatter)\n",
    "grid = grid.map_lower(corr)\n",
    "grid = grid.map_diag(plt.hist, bins = 10,edgecolor =  'k', color = 'darkred');\n",
    "plt.savefig('t1.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 相关度\n",
    "corr = df.corr()\n",
    "# 相关度热力图\n",
    "ax = sns.heatmap(corr,cmap='GnBu_r', square=True,annot=True) \n",
    "ax.set_ylim(6.0, 0)\n",
    "plt.savefig('xx.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>medical</th>\n",
       "      <th>fever_clinics</th>\n",
       "      <th>cure</th>\n",
       "      <th>death</th>\n",
       "      <th>cure_rate</th>\n",
       "      <th>death_rate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>medical</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.404832</td>\n",
       "      <td>0.409955</td>\n",
       "      <td>0.310248</td>\n",
       "      <td>0.096465</td>\n",
       "      <td>-0.079128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>fever_clinics</td>\n",
       "      <td>0.404832</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.320408</td>\n",
       "      <td>0.210887</td>\n",
       "      <td>0.051607</td>\n",
       "      <td>-0.067017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>cure</td>\n",
       "      <td>0.409955</td>\n",
       "      <td>0.320408</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.520049</td>\n",
       "      <td>0.108996</td>\n",
       "      <td>-0.029397</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>death</td>\n",
       "      <td>0.310248</td>\n",
       "      <td>0.210887</td>\n",
       "      <td>0.520049</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.038708</td>\n",
       "      <td>0.382995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>cure_rate</td>\n",
       "      <td>0.096465</td>\n",
       "      <td>0.051607</td>\n",
       "      <td>0.108996</td>\n",
       "      <td>-0.038708</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.078191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>death_rate</td>\n",
       "      <td>-0.079128</td>\n",
       "      <td>-0.067017</td>\n",
       "      <td>-0.029397</td>\n",
       "      <td>0.382995</td>\n",
       "      <td>-0.078191</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                medical  fever_clinics      cure     death  cure_rate  \\\n",
       "medical        1.000000       0.404832  0.409955  0.310248   0.096465   \n",
       "fever_clinics  0.404832       1.000000  0.320408  0.210887   0.051607   \n",
       "cure           0.409955       0.320408  1.000000  0.520049   0.108996   \n",
       "death          0.310248       0.210887  0.520049  1.000000  -0.038708   \n",
       "cure_rate      0.096465       0.051607  0.108996 -0.038708   1.000000   \n",
       "death_rate    -0.079128      -0.067017 -0.029397  0.382995  -0.078191   \n",
       "\n",
       "               death_rate  \n",
       "medical         -0.079128  \n",
       "fever_clinics   -0.067017  \n",
       "cure            -0.029397  \n",
       "death            0.382995  \n",
       "cure_rate       -0.078191  \n",
       "death_rate       1.000000  "
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#显著性分析\n",
    "df= df.drop('Province', 1)\n",
    "names = df.columns\n",
    "\n",
    "r=np.array(np.eye(len(names)))\n",
    "p=np.array(np.eye(len(names)))\n",
    "\n",
    "\n",
    "for i in range(0, len(names)):  #左闭右开\n",
    "    for j in range(0, len(names)):\n",
    "        r0,p0 = stats.pearsonr(df[names[i]],df[names[j]])\n",
    "        r[i][j]=r0\n",
    "        p[i][j]=p0\n",
    "\n",
    "r      =pd.DataFrame(data=r, index=names, columns=names, dtype=float, copy=False)\n",
    "p_value=pd.DataFrame(data=p, index=names, columns=names, dtype=float, copy=False)\n",
    "\n",
    "\n",
    "#相关性热力图\n",
    "ax = sns.heatmap(r,cmap='GnBu_r', square=True,fmt='.2f',annot=True) \n",
    "ax.set_ylim(7.0, 0)\n",
    "plt.savefig('r.png')\n",
    "r\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>medical</th>\n",
       "      <th>fever_clinics</th>\n",
       "      <th>cure</th>\n",
       "      <th>death</th>\n",
       "      <th>cure_rate</th>\n",
       "      <th>death_rate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>medical</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.107167e-14</td>\n",
       "      <td>4.741318e-15</td>\n",
       "      <td>6.257416e-09</td>\n",
       "      <td>0.077437</td>\n",
       "      <td>1.478134e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>fever_clinics</td>\n",
       "      <td>1.107167e-14</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.849766e-09</td>\n",
       "      <td>9.815219e-05</td>\n",
       "      <td>0.345646</td>\n",
       "      <td>2.204852e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>cure</td>\n",
       "      <td>4.741318e-15</td>\n",
       "      <td>1.849766e-09</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.122953e-24</td>\n",
       "      <td>0.045886</td>\n",
       "      <td>5.912913e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>death</td>\n",
       "      <td>6.257416e-09</td>\n",
       "      <td>9.815219e-05</td>\n",
       "      <td>1.122953e-24</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.479477</td>\n",
       "      <td>3.503912e-13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>cure_rate</td>\n",
       "      <td>7.743698e-02</td>\n",
       "      <td>3.456462e-01</td>\n",
       "      <td>4.588555e-02</td>\n",
       "      <td>4.794766e-01</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.526852e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>death_rate</td>\n",
       "      <td>1.478134e-01</td>\n",
       "      <td>2.204852e-01</td>\n",
       "      <td>5.912913e-01</td>\n",
       "      <td>3.503912e-13</td>\n",
       "      <td>0.152685</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    medical  fever_clinics          cure         death  \\\n",
       "medical        0.000000e+00   1.107167e-14  4.741318e-15  6.257416e-09   \n",
       "fever_clinics  1.107167e-14   0.000000e+00  1.849766e-09  9.815219e-05   \n",
       "cure           4.741318e-15   1.849766e-09  0.000000e+00  1.122953e-24   \n",
       "death          6.257416e-09   9.815219e-05  1.122953e-24  0.000000e+00   \n",
       "cure_rate      7.743698e-02   3.456462e-01  4.588555e-02  4.794766e-01   \n",
       "death_rate     1.478134e-01   2.204852e-01  5.912913e-01  3.503912e-13   \n",
       "\n",
       "               cure_rate    death_rate  \n",
       "medical         0.077437  1.478134e-01  \n",
       "fever_clinics   0.345646  2.204852e-01  \n",
       "cure            0.045886  5.912913e-01  \n",
       "death           0.479477  3.503912e-13  \n",
       "cure_rate       0.000000  1.526852e-01  \n",
       "death_rate      0.152685  0.000000e+00  "
      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 显著性p值热力图\n",
    "ax = sns.heatmap(p_value,cmap='GnBu_r', square=True,fmt='.3f',annot=True) \n",
    "ax.set_ylim(7.0, 0)\n",
    "plt.savefig('xz.png')\n",
    "p_value"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "可见自变量'fever_clinics','Medical'与'cure'与正相关"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\zhoujy\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\base.py:193: FutureWarning: The default value of gamma will change from 'auto' to 'scale' in version 0.22 to account better for unscaled features. Set gamma explicitly to 'auto' or 'scale' to avoid this warning.\n",
      "  \"avoid this warning.\", FutureWarning)\n",
      "C:\\Users\\zhoujy\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\base.py:193: FutureWarning: The default value of gamma will change from 'auto' to 'scale' in version 0.22 to account better for unscaled features. Set gamma explicitly to 'auto' or 'scale' to avoid this warning.\n",
      "  \"avoid this warning.\", FutureWarning)\n",
      "C:\\Users\\zhoujy\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\base.py:193: FutureWarning: The default value of gamma will change from 'auto' to 'scale' in version 0.22 to account better for unscaled features. Set gamma explicitly to 'auto' or 'scale' to avoid this warning.\n",
      "  \"avoid this warning.\", FutureWarning)\n",
      "C:\\Users\\zhoujy\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\base.py:193: FutureWarning: The default value of gamma will change from 'auto' to 'scale' in version 0.22 to account better for unscaled features. Set gamma explicitly to 'auto' or 'scale' to avoid this warning.\n",
      "  \"avoid this warning.\", FutureWarning)\n",
      "C:\\Users\\zhoujy\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\base.py:193: FutureWarning: The default value of gamma will change from 'auto' to 'scale' in version 0.22 to account better for unscaled features. Set gamma explicitly to 'auto' or 'scale' to avoid this warning.\n",
      "  \"avoid this warning.\", FutureWarning)\n",
      "C:\\Users\\zhoujy\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\base.py:193: FutureWarning: The default value of gamma will change from 'auto' to 'scale' in version 0.22 to account better for unscaled features. Set gamma explicitly to 'auto' or 'scale' to avoid this warning.\n",
      "  \"avoid this warning.\", FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>BayesianRidge</td>\n",
       "      <td>-0.402069</td>\n",
       "      <td>-0.034351</td>\n",
       "      <td>0.076619</td>\n",
       "      <td>0.055915</td>\n",
       "      <td>0.376970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>LinearRegression</td>\n",
       "      <td>-0.426478</td>\n",
       "      <td>-0.026300</td>\n",
       "      <td>0.071314</td>\n",
       "      <td>0.069310</td>\n",
       "      <td>0.389084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>ElasticNet</td>\n",
       "      <td>-0.409810</td>\n",
       "      <td>-0.028754</td>\n",
       "      <td>0.073956</td>\n",
       "      <td>0.065338</td>\n",
       "      <td>0.385594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>SVR</td>\n",
       "      <td>-0.000572</td>\n",
       "      <td>-0.180145</td>\n",
       "      <td>-0.151999</td>\n",
       "      <td>-0.307496</td>\n",
       "      <td>-0.009096</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>GBR</td>\n",
       "      <td>-0.767371</td>\n",
       "      <td>-0.499272</td>\n",
       "      <td>-0.224091</td>\n",
       "      <td>-0.090860</td>\n",
       "      <td>-0.564825</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "                         0         1         2         3         4\n",
       "BayesianRidge    -0.402069 -0.034351  0.076619  0.055915  0.376970\n",
       "LinearRegression -0.426478 -0.026300  0.071314  0.069310  0.389084\n",
       "ElasticNet       -0.409810 -0.028754  0.073956  0.065338  0.385594\n",
       "SVR              -0.000572 -0.180145 -0.151999 -0.307496 -0.009096\n",
       "GBR              -0.767371 -0.499272 -0.224091 -0.090860 -0.564825"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 自变量\n",
    "X = df[['medical', 'fever_clinics']].values\n",
    "# 因变量\n",
    "y = df[df.columns[2]].values\n",
    "\n",
    "# 设置交叉验证次数\n",
    "n_folds = 5\n",
    "\n",
    "# 建立贝叶斯岭回归模型\n",
    "br_model = BayesianRidge()\n",
    "\n",
    "# 普通线性回归\n",
    "lr_model = LinearRegression()\n",
    "\n",
    "# 弹性网络回归模型\n",
    "etc_model = ElasticNet()\n",
    "\n",
    "# 支持向量机回归\n",
    "svr_model = SVR()\n",
    "\n",
    "# 梯度增强回归模型对象\n",
    "gbr_model = GradientBoostingRegressor()\n",
    "\n",
    "# 不同模型的名称列表\n",
    "model_names = ['BayesianRidge', 'LinearRegression', 'ElasticNet', 'SVR', 'GBR']\n",
    "# 不同回归模型\n",
    "model_dic = [br_model, lr_model, etc_model, svr_model, gbr_model]\n",
    "# 交叉验证结果\n",
    "cv_score_list = []\n",
    "# 各个回归模型预测的y值列表\n",
    "pre_y_list = []\n",
    "\n",
    "# 读出每个回归模型对象\n",
    "for model in model_dic:\n",
    "    # 将每个回归模型导入交叉检验\n",
    "    scores = cross_val_score(model, X, y, cv=n_folds)\n",
    "    # 将交叉检验结果存入结果列表\n",
    "    cv_score_list.append(scores)\n",
    "    # 将回归训练中得到的预测y存入列表\n",
    "    pre_y_list.append(model.fit(X, y).predict(X))\n",
    "### 模型效果指标评估 ###\n",
    "# 获取样本量，特征数\n",
    "n_sample, n_feature = X.shape\n",
    "# 回归评估指标对象列表\n",
    "model_metrics_name = [explained_variance_score, mean_absolute_error, mean_squared_error, r2_score]\n",
    "# 回归评估指标列表\n",
    "model_metrics_list = []\n",
    "# 循环每个模型的预测结果\n",
    "for pre_y in pre_y_list:\n",
    "    # 临时结果列表\n",
    "    tmp_list = []\n",
    "    # 循环每个指标对象\n",
    "    for mdl in model_metrics_name:\n",
    "        # 计算每个回归指标结果\n",
    "        tmp_score = mdl(y, pre_y)\n",
    "        # 将结果存入临时列表\n",
    "        tmp_list.append(tmp_score)\n",
    "    # 将结果存入回归评估列表\n",
    "    model_metrics_list.append(tmp_list)\n",
    "df_score = pd.DataFrame(cv_score_list, index=model_names)\n",
    "df_met = pd.DataFrame(model_metrics_list, index=model_names, columns=['ev', 'mae', 'mse', 'r2'])\n",
    "\n",
    "# 各个交叉验证的结果\n",
    "df_score\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ev</th>\n",
       "      <th>mae</th>\n",
       "      <th>mse</th>\n",
       "      <th>r2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>BayesianRidge</td>\n",
       "      <td>0.196339</td>\n",
       "      <td>19.910081</td>\n",
       "      <td>1338.454668</td>\n",
       "      <td>0.196339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>LinearRegression</td>\n",
       "      <td>0.196592</td>\n",
       "      <td>19.915746</td>\n",
       "      <td>1338.032714</td>\n",
       "      <td>0.196592</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>ElasticNet</td>\n",
       "      <td>0.196520</td>\n",
       "      <td>19.911934</td>\n",
       "      <td>1338.153113</td>\n",
       "      <td>0.196520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>SVR</td>\n",
       "      <td>0.062361</td>\n",
       "      <td>17.613303</td>\n",
       "      <td>1726.295753</td>\n",
       "      <td>-0.036536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>GBR</td>\n",
       "      <td>0.704576</td>\n",
       "      <td>12.396871</td>\n",
       "      <td>492.013385</td>\n",
       "      <td>0.704576</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        ev        mae          mse        r2\n",
       "BayesianRidge     0.196339  19.910081  1338.454668  0.196339\n",
       "LinearRegression  0.196592  19.915746  1338.032714  0.196592\n",
       "ElasticNet        0.196520  19.911934  1338.153113  0.196520\n",
       "SVR               0.062361  17.613303  1726.295753 -0.036536\n",
       "GBR               0.704576  12.396871   492.013385  0.704576"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 各种评估结果\n",
    "df_met"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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h6rCII3GHDgOiHos4Dms6zBsDpKCgAA8ePHC3GCIeRqNGjVChQgWX5CXqsIgzcKUOA6IeizgeczrMGwOEWgq5UaNGjPOn4+PjERYW5mqxWCPKZx+Olk+pVOLBgwe0XrkCUYedS1mTzx06DFjW47L2DBwN3+UDHCujNR3mjQFCufq8vb0Nlj/Wx9xxviDKZx/OkM+VLmRRh51PWZTP1cMg1vS4LD4DR8J3+QDHy2hOh8UgVBERERERERGXIxogIiIiIiIiIi5HNEBEREREREREXA5vYkAsoVKpIJVKkZiY6G5RzCKXy0X5zODr64tatWo5PJjuxx9/RHp6utltsvmEqMP2IyT5ZDIZAgICULVqVYtTaOPi4rBlyxbs3LkTMpnMVaLahKjD9mNJPmf1k84mLy8P48aNw9q1axEaGsrpXkEYIKmpqQgODkaNGjV4Oy+9oKAA5cuXd7cYZnGXfIQQZGVlITU1FXXr1nVo2mfPnkVKSoogDBBRh+1HKPJRax9kZGQgNTUVtWvXNntPXFwcTpw4gYKCAlSsWNGF0nJH1GH7MSefM/tJZ/PkyRNcunQJCQkJnA0QQQzBKBQKVKpUibdKL2IeiUSCwMBAKBQKh6ctpG2MRB0uO0gkEnh7e6NmzZooKCiweK2owyKAc/tJZ2OPDgvCAAFcPxVNxHE469kRQgSlF0KSVcR+2KxeSnXeQtENocgpRIRat/bosGAMEBERY4RmgIiImEPUYxGhUiY8ICIixogGiIjQEZoHRETEGNED4kJmzJiBvXv30r9Hjx6NW7duuVGiso3YcXNH1GH+IeoxN0Qd5h+26LAgZsHo8+uvv+KXX35xStrvvvsuhg0bZvGaoUOHYvPmzRg+fDjS0tKQnZ2NVq1aWQ02E3E8Qgrg00fUYREKUYdNEXVYWIhDMC6kY8eOyMzMRGpqKqKjoxEVFeVukco04pcjd0Qd5g/iEIxtiDrMH+zRYcF5QIYNG2bVOnYmEokEgwYNwpEjR3Ds2DF88803bpOlrCPUGBBRh0UohOoBEXVYhEKMAXExQ4YMwZ49e1C9enWEhIS4W5wyi1ANED4g6jA/ED0gtiPqMD9wugGyceNG9OvXD/3798d3330HALh8+TIiIyPRq1cvrF+/nr42MTERQ4YMQe/evTF37lyo1WrOQvGd6tWro3r16hg8eLC7RRFhiajDhog6zC/YdN6iDhsi6jC/cIoBcu3aNVy9ehWHDh3Cvn37sGvXLty7dw9z5szBtm3bcPToUcTHx+PcuXMAdNHJCxYswPHjx0EIMYhU9gQIIcjIyMDLly/Rs2dPd4tTpmHrvhZ12BBRh/mDqMO2Ieowf3BqEOqbb76JH3/8EXK5HFlZWdBoNMjNzUWdOnUQGhoKuVyOyMhIxMTEIC0tDQqFAq1btwagc5HFxMTYLBwfOX78OKKiojB9+nR4e3u7W5wyDdshGFGHDRF1mD+wdV+LOmyIqMP8w2lBqF5eXti0aRO+/fZb9OnTB5mZmQgKCqLPBwcHIyMjw+R4UFAQMjIyOAvFZ/r06YM+ffq4WwwRcIsBEXW4FFGH+QOX8XNRh0sRdZg/uGQWzMcff4zx48dj4sSJSE5ONsiMehFotVrG41yIj483FVKuE5Pvc7xF+cyjVCoRFxdn8Rpr543Jzc1FcXEx6/tEHbaOKJ99GMtnTe+fPXsGAPjzzz8hk8mspu8qHQZM9VjUYcdgST42/aQr4CLDvXv3AAAPHz7kvBOxVQPk77//hlKpRNOmTeHn54devXohJibGoLG8ePECwcHBqFatGl68eEEff/nyJYKDgzkJFBYWBh8fH4NjiYmJACDIbZb5grvl8/b2RqtWrcyej4uLQ7t27TilWaFCBXh5eTHeV1xcTHegog6zw906Yg0hymdN78+fPw8AaNu2Lf2Cp3CnDgOmeizqsP1Yk8+avrgCrn0xFeDcqFEjk/v0dZgJqzEgqampmDdvHpRKJZRKJU6dOoURI0YgKSkJT548gUajweHDh9G1a1fUrFkTPj4+tPV08OBBdO3alXVBRPjDq1evUFxc7G4xLML2y07U4bJJQUEB8vPz3S0GK6zpsajDZZO0tDSnrTjrKOwJQrXqAQkPD8ft27cxaNAgyGQy9OrVC/3790eVKlUwdepUFBcXIzw8nB6PW7NmDebNm4f8/Hw0b94c77//vs3CibiPp0+fQiqVokWLFu4WxSxsDRBRh8smjx49AgC3f1Fagu34uajDZZN3330XSUlJGDBgAG89O06PAZk6dSqmTp1qcKxTp044dOiQybVNmjTBb7/9xlkQEf6h1WrdLYJFuIxtizoswke4dN6iDpc9qKE0PvfF4kqoLiY2NhZt2rRBVFQUBg4ciL59++Knn35yer5z587FnTt3bLq3f//+6NevH6KiohAVFYWIiAh8/PHHKCwsBACzeylEREQgNTXVZpmdjbiCpG3ExsZi9OjRBscSEhIwd+5cp+a7efNmdO7cmdbDvn37IjIykheBdxT2tDNbEfWYO6mpqQgLC6N1KSoqCiNGjMDu3bvRuHFjm9KcPXs20tLSAADjx4+3OHto9OjR+O9//2twbPPmzdi8ebPFPPbu3YvDhw/bJB8fKVN7wfCFsLAw7Nq1CwCQn5+Pfv36oXv37mjQoIHT8ly+fLld92/fvh21atUCoIu2HjlyJKKjozFy5EgcPHjQESKKCJhmzZqhQ4cOTs9nxIgRBl/y33//PVatWoVff/3V6Xmzwd52xgWh7gXDF4KDgw36LirIc8mSJTalFxsbi8mTJwMAduzYYfX6mJgY9OnTh9NiaDdv3sSbb75pk3x8RjRA3ERxcTGkUikqVKiAY8eO4bvvvoNCoYBSqcSKFSsQGBiIMWPG4PTp05BKpYiNjcWOHTuwc+dObN++HceOHYNGo0GXLl0wY8YMFBQUYPr06Xj58iUAYPLkyejRowdGjx6NKVOmoF27dli0aBEePnyIly9fonHjxli3bh1evnyJKVOmoGHDhkhMTERgYCA2btyIgIAAE5nz8vKQl5dHn2vcuDHu37+P169fY8aMGUhKSkKtWrXoQFSVSoWFCxciLi4OISEhkEgk+Oijj9CxY0fGMrjii07cC8ax3LhxAzt37sSuXbswevRotGjRAnFxccjOzsa8efMQHh6Oly9fYsGCBUhPT4dEIsFnn32Gt99+GxkZGZgzZw7y8vKQmZmJwYMH45NPPsH+/ftx4MABvH79Gt27d4eXl5dBnlqtFunp6ahUqRIAmE0/Ly8Pn332GdLS0hAaGor09HRs2bIF165dM0j//fffp+9XKBR477330KpVK1y5cgWrV68GAFSqVAlr166Ft7e3xXbWsWNHfP311zh06BBkMhk6d+6MGTNm4Pnz54ztzLhsbBANEOdiTi/v3buHBQsWQK1Ww8fHBytXrsSJEyeQmZmJDz/8ELt378bQoUPx448/IigoCIsXL0ZcXBy8vLzw0UcfoV+/fgCASZMmYfHixWjfvr1JP3v79m2sXLkSCoUClStXxuLFi/Hw4UOcPn0aV69eRVBQEN555x1W5eCznjg1CJVvZJ4+i4xTp52SdkiPCARHdGN1bXx8PKKioqDVavH06VP84x//QNWqVbFnzx58/fXXqFKlCn777Tds374dX3/9NWrVqoXY2Fh06tQJ0dHRGDJkCM6fP4/4+Hj89ttvkEgkmDFjBg4dOgStVouaNWti+/btSExMxKFDh9CjRw867z///BNeXl745ZdfoNVqMWbMGJw7dw7NmzfHvXv3sGLFCjRr1gxTp07F77//TrvaP/zwQ8hkMmRlZaFatWoYNWoU+vbta1CuTZs2oVmzZpgyZQoSEhJw5coVAMCePXtQVFSEmJgYPHv2DJGRkQBgtgyu2B5bqAbIuaSrOJN02Slpd6/7NsLrvuWQtFQqFX755RecPn0aGzduRHh4OJYvX46hQ4eiR48eyMzMpL1ohw8fxoABAzB48GDk5eUhPDyc1ruMjAwcPXoUcrkcmzdvxp49e3Dy5Enk5uZCq9WiW7duWLFiBQCYTX/r1q2oU6cOtm/fjjt37uDdd9+l5dRPf9q0afT9Z8+exYIFCzB48GBs27YNixYtQsuWLbFjxw4kJCTgxYsXFtvZuXPncPr0aezbtw9eXl6YOnUq9uzZg/DwcMZ2NmTIEM51LFQdPn3jKf649tQpaf/jzdqIaF+b1bWZmZkGfY1Wq8WaNWvo3+b08ocffsAHH3yAvn374sCBA/jrr7/w4YcfYs+ePdi+fTsqV65Mp7Fr1y4UFhbi2LFjyMrKwtixY2mPR/v27fH69WssW7bMIF+lUol58+bh66+/Ro0aNXDhwgXMnz8fW7duRUREBN58801WxocQdEMcgnEDxkMwH3zwAXbu3ImtW7fi9OnTSEpKwrVr1yCV6sJshg4dikOHDqF169a4evUqFi1ahA0bNuD27dt0x6VQKFCjRg0MHToU69atQ0ZGBrp160a7BCk6dOiAgIAA7N69G48fP0ZycjIdyxEYGIhmzZoBABo2bIicnBz6PmoI5vjx41i1ahX69OljojTXrl3D2rVroVAo0KxZM4SGhgIALl26hOHDh0MikaBmzZro1KkTAODKlSuMZXAFQu28hQLVQTZs2BCvX78GoNv87PHjx9i0aRMA3RoAKSkpGDduHK5evYpvvvkGDx8+hEqlQlFREQDd0I7+GhfUEMyLFy8wZswYtG7dml6nwlz6ly5dwtKlSwEALVq0QKNGjej09NPXv7+oqIi+v0ePHpgyZQp69uyJHj16oHPnzkhOTrbYzq5evYr+/fvDz88PgK4NR0dHIzw83GI744Kow/ZhbgiGwpxehoeHY8mSJbhw4QIiIiLQvXt3s3lcv34dw4cPh1QqRVBQEI4cOWJwfvr06YiKisLJkyfpY8nJyUhJScGkSZPoY0KZEs6VMmWABEd0Y+2lcBX+/v7o1asXLl26hAMHDmDgwIHo0KEDGjdujN27dwPQLR28fv16HD9+HF27doWPjw80Gg3GjBmDDz74AIBuZU+ZTIby5cvj2LFjuHDhAs6cOYNvv/0WR48epfM7deoUNm3ahPfffx9DhgzBq1evaCXQXzhIIpEwusd69+6NS5cuYc6cOSbjnMb3UAsdyWQyxkhsc2VwFULsvMPrvuUwL4UzoXRJv461Wi1++OEH2t2cmZmJwMBArFq1CikpKRgwYAB69uyJy5cv03rk6+vLmH5QUBCWLVuGcePGoX379ggNDTWbvkwmM+vq1U9f//5bt27h1atXaNSoEZo2bYru3bvjzJkzWL16NW7fvo1JkyZZbGdM+k4tusSmnbFFiDoc0Z69l8KdmNPLPn36oE2bNjhz5gy+//57nD17FsuWLWNMQy6XGzyjJ0+eoHr16vRvPz8/rFixAtOmTUPv3r1RqVIlaLVa1KpVizaONBoNPdTHBSpfPg/BUIizYNyERqNBXFwcfH19IZFIMHHiRHTs2BF//PEHNBoNAJ2Sdu3aFevWraO9BW+99RYOHjyIgoICqNVqTJ48GcePH8f//d//YfPmzejbty8WLlyI7OxsA+v5ypUr6Nu3L4YOHYqKFSsiNjaWzoctn3zyCeLi4nD27FmD4506daIbzaNHj/D0qc7N+vbbb+Po0aP0LpTXrl2DRCIxWwZXIIRG6Wm89dZb9IyvR48eITIyEkVFRbh06RLGjRuHvn37IikpCRkZGaymDrZt2xbdunWj4zPMpd+pUyccO3YMAHD//n08fPiQscPTvz81NRWfffYZioqKMGzYMBQUFGDs2LEYO3YsEhISrLazt956C0eOHIFCoYBarca+ffvw1luONRxFHXYu5vTy008/xZ07dzBixAh88sknSEhIAKD70DLuSzt06ED3fVlZWRg1ahSUSqXBNe3bt0efPn2wZ88eAEC9evWQk5ODGzduAAD27dtHz5hhysMclI7zeRouRZnwgPAFKgZEIpFArVajQYMGWLFiBebNm4e+fftCIpGgS5cuBtML+/fvj5s3b9ILI0VERODevXsYPnw4NBoN3nnnHQwePJgOQo2MjIRMJsOMGTNQsWJFOp1hw4bhv//9L44cOQIvLy+0bduW81TZwMBAjGl3u0QAACAASURBVB8/Hl9++SW6dOlCH//4448xa9YsTJ8+HTVq1KCHYIYPH4579+4hMjISQUFBqFGjBnx9ffHmm28ylsEViO5r+7hx4wbatGlD/w4ODra6ZPe8efOwYMECOgboyy+/hL+/PyZMmIDPP/8cvr6+qFatGsLCwljr5PTp09GvXz/cuHHDbPqTJ0/GjBkzEBkZidq1a6Nq1aqMnhX9+4uKijB16lT4+/tj+vTpmDVrFuRyOcqVK4dly5ahatWqFttZ9+7dkZiYiKFDh0KtVqNLly4YNWoU0tPTWZWLDaIO2wdTDEjHjh3p3+b0cuLEiZg7dy62bt0KLy8vLFq0CADQrVs3fPjhh9i5cyedxsiRI7Fs2TIMHDgQADB//nz4+/ubyDJ9+nScO3cOgG5J9Y0bN2L58uUoLi6Gv78/vvjiCwC6j7l169ahQoUKrDfU47OhapdshCcoFApy48YNolAoTM4lJCSQ/Px8N0jFHmvyqdVqsnr1avLtt9+6SCJDuNSfVqslf/31F/nrr7/oY2fOnCGnT58mhBCSm5tLIiIiyKtXr1inmZCQYPH8jRs3WKdFERkZSd59913Gc5b0yVl4ug67k+joaHLx4kVCCCFpaWmke/fuRKPRWLzHWIedDVP9WdP7FStWkDp16jCec4cOW8pX1GH7sSafsb40bdqU1KhRg2RlZTlTLAO49sVnzpwhNWrUINeuXTM5Z02HRQ+Iixg6dCgqV66Mr776yt2i2ET9+vXx+eefY8OGDQB0nhKm6b2uhIhfj2WGevXqYf78+Vi9ejWkUimWLFlCB3gLGVGHRSwhhCEYUpaCUIVKdHS0u0Wwi9DQUPz888/uFsMEsfMuG7Ro0QK7d+/m7X4Y9iDqsIg1iACGYMQgVBGHwGdl10cocoqImEPUYRE2CEFPPNoAEcIDEGHGmc9OSF+Pog6XLdi4zYU2BCPqsPOwVLdCGIKxBUEYIL6+vsjJyRGVX4CQkqlr5taCsDdtoXTeog6XHQghUCqVSEtLszpkJCR9EHXYeVjrJ/lc5x4fAyKXy5GRkYHc3Fx3i2IWpVIJb29vd4thFi7yEUKQmZkJAEhMTLQ7b19fX3oTPEciJAOkQoUKSEpKEnXYDrjK50gdZoO+fHK5HJUqVULVqlUt3iMkHQ4ODkZ8fLyow3ZgST5L/aRogLiRqKgo9OrVC6tWrXK3KGaJi4uj1/fgI1zkUygU+Mc//gEA9NbUIvaxcOFCPHnyhNfbcHuSDgOg9+twlQ7bWn9CMUD279+PxYsXIzEx0aaN91yBp+mwEFZC9fgg1JycHI9dR5+P8FnZ9RGKnICowyLMCE2Hqf11RFyDEAwQCo81QOzda0HEMxGS+1rUYREmhKbDIu7BU/sO0QARMUEodS2kzltEhAkh6bCQvsY9DT7XuccPwQilgXIlJycH58+fd7cYJvBZ2Y0Rim54qhFNCEFMTIzolrcDIekwIKz+gS3Xrl2jg5b5hKevhCoYA8QTlX78+PF47733kJ2d7W5RDBBKXQtFTsBzdfj48eMYN24ctm7d6m5RBImQdMKTDZDBgwez3hjOHfC5zj1+HRBP7bwfPnwIAFCpVG6WxBCh1LXQ3NdCqVcuUF+N4mwp2xGKDlN4oh4DQEZGhrtFMIsQ6txjPSCesOmUkBCCsgPCMkBEHRZhQog6LJT+wRMQ0hCMLQiiV5RIJLx+AJ6GkDoYoXTeog6LMCEkA0QIL0MR1+PxMSCAsF6KbPHEMrkaoXXenoqnl0/Es2NA+IoQ6tzjDRBP79z4Vj4+K7s+QpET8NwYEBH7EJJOCOFl6GkIwetUJgwQT1R6vpaJr3IZIyT3NSCceuWCJ5bJlQhJh4UipycihHYmGiAiDkEodS0UOQGx8xZhRogGiJDanafA5zovE0GonoinlstVCK3z5nMnYitCqX++IjQdBvj9MvRU+Fzn4hCMQOFrmfgqFxNC6ryFVK9s8cQyuRqh6DCFpz1zPpdHCDEgFKIBIlD4Vja+yWMOocgJCO8lwxVPL5+zEKIOC0lmNgjh5c5nnO4B2bJlC/r374/+/fvjyy+/BABcvnwZkZGR6NWrF9avX09fm5iYiCFDhqB3796YO3euQ/aI8PTOjW8Nmm/ymIOL+5oPOiyUehVxHULTYUpmT0II5RGCjLZg1QC5fPkyLl68iAMHDiA6Ohp3797F4cOHMWfOHGzbtg1Hjx5FfHw8zp07BwCYMWMGFixYgOPHj4MQgr1799otpKd13lqtFgUFBfRvvpWNb/KYg23nLeqwc8jLy/O4MrkDIekwIJz+gQ2FhYW82wpDHyEMwTg1CDUoKAizZs2Ct7c3vLy8UL9+fSQnJ6NOnToIDQ2FXC5HZGQkYmJikJaWBoVCgdatWwMAhgwZgpiYGJuF08eTlH7ZsmVo1KgRCgsLAfBbufgMWwOEDzrsaQbIn3/+iSZNmjisfZdVhKbDlMyeQsOGDTFp0iR3i2EVPte5U4dgGjZsSCtycnIyjh07BolEgqCgIPqa4OBgZGRkIDMz0+B4UFCQQzb48bTO+7fffgMA2gDhG0KqazZKzxcd9iT++usvAMDFixfdLInwEZoOC6l/YMMff/zhbhGswuc6t8cAkbO98OHDh5gwYQI+//xzyGQyJCcnGwhA7XWhL4QtU8zi4+NNjlEusri4OE5puRq28hmPx96+fRvp6enOEMkAtvJlZWVxvscRcM1LoVAgOzub9X3u1OHs7GwQQjxGh58+fQqgtPN5+fKlS8pmSx581uEXL15AqVTyTocBUz2mnvnt27fx/Plzzum5CnueN990mHpXJCQkuNRTzkXGpKQkAMDdu3fx6tUrTvmwMkDi4uLw8ccfY86cOejfvz+uXbuGFy9e0OdfvHiB4OBgVKtWzeD4y5cvERwczEmgsLAw+Pj4GBzz8fEBIQTt2rXjlJYriYuLYy2fXG5Y7WFhYQgNDXWGWDRc5NPvXFxV51zko/Dx8UFgYCDjfcXFxQYdqLt1ODAw0KN0+Pbt2wa/g4KCnF42W3QE4LcOBwYGwtvbm3c6DJjq8YMHDwAALVq0QM2aNTmn5wps1REKvumwl5cXAKBx48a81WPKAGnRogXeeOMNg3PGOmyM1SGY58+fY/LkyVizZg369+8PAGjVqhWSkpLw5MkTaDQaHD58GF27dkXNmjXh4+NDW08HDx5E165dWRfErJBSKa9dUFwxLgvfysY3eczB9suOLzrsSdjjdhUpRYg6LJT+wZPgc53bI5tVD8g333yD4uJirFq1ij42YsQIrFq1ClOnTkVxcTHCw8PRp08fAMCaNWswb9485Ofno3nz5nj//fdtFo7C02JAjOFb2fgmjznYyskXHfbkYGPRELENtgYIH3SYwpP1mG8IIe7GqTEg8+bNw7x58xjPHTp0yORYkyZN6CBLR+HpBojYoG2HjdLzRYc9GU9un85GaDosPmvXw+c6LxNLsXsyfFMuvsljDqHICXi+ES1iG0LSCU8zQIRUDiHI6rEGCCCMB8AWMQbEMQhtIy+h1CsbjMsilOfAN4Smw4Bw+gdrCMnzLIQ691gDxNM7b0eW7fnz52jcuDESExMdliZfEWLn7Sk4Owi1Z8+e+PHHHx2SFp/7DiHqMJ/rkwvOLse8efMwefJku9Io8yuh8gGhNFA+cOLECeTn5+OHH36wOQ2hdDBC67yFUq98IDExEbNnz3ZIWnzvvIWkw4Bw+gdrOFsvvvvuO0RHR9uVhhDqvEzEgPD5AdiLIxuCI+pJSHUtlM4bEFa9skUI03H5Xu98rjt9hPAy5IKQysFnWcuEB4TPD8BenFE2ezo1odS1UOQEPFeHhfBS4rNsQkIohhJb+OwZoxBS+xI9IALF1WWLjY3FW2+9ZXYvGqHUtRDd156Cu3UkNzcXHTp0wM2bN61ey+cXjRB12N3P3lHwoRyjR4/G//73P6vX8UFWa3i0AeLJOFK52Fijy5YtQ0pKCu7evet0eZyNUHTDU41oqv4d+RzY1NONGzfw7NkzrF271iHpuQs+y2YOIcrMBB/Kcfr0aSxZssTqdXyQ1RziEIzAcbUBwjYNISAaIO7FGWXSaDQOTY/v9S4kHQb4X59s4bNnjEJIs2A82gPiKUoPmDZgZygXG2Uwd41Q6loocgLCecmwxZnrgHBpD2zy5bOe8Fk2YzzNABFSOfgsa5kwQEQcD5+Vmg1CGz8Xen0z4YyXEhcDhE2+fK53oekwwO/65AKfvQrG8LnOPd4AAfj9AOzFGUMwlrCmKEKpa6HICXiuAeIM2LwYuHR2fK530QBxH0IwQIQwBEPhsQaIVCr1GKUHXLMUuyVl8JS6FGLn7Sm4ewiGiw7zufMWkg5LpbrXhaf0HyKOQQxCFTiu9oC4Ig1XIZTOWyKR8PpFaCvOqH8xCJWfiB4Q1yOkOvdYD4hogHDHkjKIQzCuRygvGa444xmUtSEYoSCklyEbhGCAUPC5zj0+BsRTO28KcSl22xCS+9rTjWh3zYJhA5/rXWg6DPC7PrkgpHLw2VgqEwaIkJTFGq6IAbEHvsljDqF13kKpVzYYdzrumgXDBr7Xu1B0mILv9ckWPr/UjfGUOjdGNEDcgKcZIGfPnsWZM2ecJI15RAPE/Tij/t1hgPz999927SBtK+oKQIWeNQTxMhQ9IO6DjawKhQJr1qyBQqFwgUSl2FOPcgfK4TQ8tfOmEHoQ6r/+9S8AQFpamt15c8FPKoWPgwMWnYVQDCWuOGLlXWO4BKE6ah2QyMhI5OTk4P3333fps1IHSOBTvwIUmmKUk/q5LF9bEA0Q18NlGu4333yD9evXw8/PD5MnT3a2aDQKFdCs30I8yypClSrc7hWEASLCnrK0FPvwqsFo8tS1Ro+teLoR7UgcXU9sOu+cnBz6WplM5tD8LSLRlVUK/huonmaACMHrRMGmzouKigAAxcXFzhbHgEKVFL4VqyIzu4jzveIQjBtw5lLszvgi5SvlpTLINcLoRDxdh93lAWEDn9cMoSSTSvjfFXuaAeIp5XA3RFtiREu56zD/tR6e13kb4+ppuJ6CFIAAPhwBlI3n4SjcGYTqaOPHGgTC+WDwNANECB4QIayESko6YanUg2fBeDKubtDW6vPrr792kST2IZEAREC64Skdtz7uWojMWr7nz5+n/3b03jLOQPSAuB4+v9QBIDMzE48fPwbA7zrXEsoD4sEGCJ8fgL3wzQNy4MABB0riPIQwbk7h6TrsSBxRT++9955N6bnaA0KpsBA+soQgIxfc3R6t5b9161bW17oTSjapuA6IMHDmNFwuaQm9TiUQjgdE7LzZ4+hZMFwQY0DM42keEHeXg8+xSVwgRKcXMpkHGyCehLs3o6Pgs1KzQQLoxmEEgKca0e5ait1Z6bkjBoQK4hMKnqLH7i6Ho4cG3VUeegjGBiNaMAaIu5XFmbjLEBB6nUpR+gXJdzxVh91tgLAxtHnvFRSIWniaB8TdH2C810uWUEGoHu0B4fMD4BOe4tZjgwQSwXhAPHUrc3cbII7+MnR5mxCG+gLwPB12d//n6PzdNVIgxoAIHHfthvvDDz9g3759Ds/bVUglEIwB4mlfjxTuMkCofGNjY7Fy5Uq706NwSxCqQIZghDAllAvubov69Th16lQUFBSwutYc7ioPla04C8ZOiEaDv7/eAUV6unPzcWMQ6urVq3H9+nUAwJEjR/Dxxx8DANLT01GzZk36nBCQQDDea5caIF9d24WjD047NQ9nxoBYMwKuXr2KUaNGAdCt+rhlyxb6XKdOnbBhwwaD6/nsARGK/gKu1eEbiRn49dQDp+bhTkMqPz8fDRo0oH/v37+fnn04Y8YM/POf/zS43t3GkiXsmYYriKXYXWWA5P/9GOnHYpD/6G+0WrPK6flROMMAMecBMe6cKS5dugQAbtmQy1akEolgZsFQuEKPzyRdBgD0axTh9LycgbUXw/bt282ee/r0KVavXm1wjM8GCEAEY4W40gBZvPMqAGBYj0ZOy8OdL/WkpCSTY+XKlQMA/PTTTwCA5s2b0+f4bIDQHhBnBaHm5+djwIABSE1NBQBcvnwZkZGR6NWrF9avX09fl5iYiCFDhqB3796YO3cu1Go1Z4GYcPnYFrHcCRUVFTnUVevITs9euYQ044jrLBh36jHfhmBUKpVD94xwpN5Yaw9c2wufDRAiQWkPzgJRhw0pLCy0+V5XlYMpHyY9owwQJvg87EUVzylBqLdu3cJ7772H5ORkALotf+fMmYNt27bh6NGjiI+Px7lz5wDoXEcLFizA8ePHQQjB3r17OQvEhMtiQFhG1Ddo0MChuw06smyUonJ9IfCpU2GLlEMQqrv1mG+dd1RUFBo3bmzz/c4sh7XOlm2Hbul6W/N2OBzGEfmiw3xhy5YtaNiwIV69emXT/a561kz5MOmkn5+f2WvY6LD7glBtz9+qAbJ3714sXLgQwcHBAIDbt2+jTp06CA0NhVwuR2RkJGJiYpCWlgaFQoHWrVsDAIYMGYKYmBjOAjHh6iBUS1k9ffoUAPD777+DEAKlUumA/BxvgBw5cgTPnj1zWLp8RCJh7712tx7zyQAhhODWrVtQqVQAXL97pjX0vXhxcXEm55k6dEueP16vhAqwVmJRhw2hgo9fv34NpVLpVM8YV/TTPnz4sMl5JlktvcCFsA6IzBlBqMuXL0f79u3p35mZmQgKCqJ/BwcHIyMjw+R4UFAQMjIyOAvEhOstO/MP8uHDhwB05V68eDHq1q1rt3vTGQZIcnIyhg4d6rB0+YhuMzp2uuFuPeZT501t2w0A169fR7169XDhwgU3SmSIfuc8cOBAVvdYaoNcXkx8DkJ1tw5T8EGH9VEoFKhbty7mzJnD6T5nPmv9tD/66COT80x16Cgj2tWUzoLhHgPCOQhVq9UaGASEEEgkErPHuRIfH29yLDc3F4QQxq8hR6J99hyAblzRXF73798HoPtq/PbbbwHoOnFvb2/W8hkr2qNHjxAYGGir2Aboez1SU1MNZDInX1xcHB0UlZ2dbXKOLfY+H673SwAUKRQ25etMPWbSYeq53Lx5Ez4+PpzltQVz9aI/3Y9yze/fvx+jRo1iXZdUDAJFZmamw9on1cYojHX49evXJvfExcWZuLAp7t69a3GKoz537txBTk4OB2lN5eCCSqWEVCPlnQ4Dpnr84MED+v8KFSpwTs8W2NQLdc2uXbswbNgw1nWZmJhoU35soLyLFNevX6df0HFxcbh3757JPffv30fFihXp35mZmfTfT548sSrb8+e699ezZ89c2hdnv3oFIBj37iUiO51b38bZAKlWrRpevHhB/37x4gWCg4NNjr98+ZJ2FXIhLCzMpIMOCAhAbm4u2rVrxzk9LuQHPMYtAOX8/NDaTF7UlwQhhDYkWrdujYSEBNbyGVuK9erVc1jZTpw4YZAPlW5cXJzZPNq1a0fvumhsCHGRy54yWJLPHMkSCXzL+THeV1xczGgIUDhTj5l0+OpVXVR/mzZtzL4oHcajnQDMPw/9MXPqS7lWrVoW7zHm4sWLBr+Dg4MdpsO5ubkGv411mOnl17JlS/j7+zOm16RJE4MZBZZo2rQpmjRpwlFiGMjHBa+TXiASKe90GGDWYwBo0KCB0/ti/KQzcNnkU716dQClXka2sjF5QBxVLoVCYfC7VatW9Edqu3btGPM2fg/oP7NatWpZle30ad3U+xo1ari0Lw44dhPPXwEtW4ShZnBFg3PWdJizz6RVq1ZISkrCkydPoNFocPjwYXTt2hU1a9aEj48PbTkdPHgQXbt25Zq8e6E+Eiy4uyhXr37sh73jxs4YggEAmUzmFhlchT17wbhaj/k0BKOvr5RnQC7n9i3izLVsbAlC1Wg0Ztshr2NAOM6C0acs67A+lMfKy8uL033OHIIxriNjvWKqQ0cNI7oaqiROCUI1xsfHB6tWrcLUqVPRr18/1KtXD3369AEArFmzBitXrkSfPn1QWFiI999/n7NATLhuITLrD5lSBH0XG18MkISEBANZbFEIe+JtnD1EZowUEnofAq64Wo/51Hnr60h+fj4A+w0QR/HkyRNaJi55a7Vas+2QS/t01Mw9tthTi2VBh7UsVomlPGZcYxCcVY6srCyTCQBsDBBLespFh9euXeuWSRsymRNjQCj3DqBbbfDQoUMm1zRp0gS//fYbZyGs4bJZMCXGhaW8KEXQVwiuBogzvh7Pnz+P9957z2AuOZcGaYsMt2/fNvg9cOBApKWlcU7HViQ2LMXuLj3muwHCxVsGOM8D8vbbb1u9hulrUK1Wm/1KtNQ+MzIycOvWLfr3zp07sXjxYhaSOggblvMtSzqsJUQ33d4CVEwQVyPaWV6Fli1bmhwz1kGmvC3JY+mcRqPBb7/9ZnANNRznCmgDRFwJ1T4I9QBZDMHoY+/0L0eUjVobQH9hHluikrl4QPr27cs5fUcihQQanq1NYA2+GiD2dt6udBGb+3o0J4Ml2QYNGkRPrXcLAtpPwB0GiEZLIDdjG8vlcqjVatoDwhcDhAk2BoglQ9mSrN9++y0WLVqEqlWr0sds6fttpdQAcdJKqO7GVdNwCQuF5Ko4rPJ1QINm+oJ1pRK6A6kEglmK3dM8IMbtwLUuX25DMJY6b7caHxTuVwlWuGOhK0tDMFTMB2WA2OvFcybGusmkq7YOwaSX7F2mH7ztymfl0hgQdyCVSl06BAPoApsWLVpkstAYV8Vhl639lrinGSBFRUUmUz2N4bISqrtx1Vbmxqsnrlu3jp7hRMHXIRi2aXANQnXL4mIlPHr0yPIFwlBfAK7TYX00WoIDBw4YDDtReHt7AygNQuVLHBMTxjrI5Em31QNCxSPqB+E60ruTkpJiMqtHH3E3XAdB5VH45Cm+WLUKO3bswP79+w2uYVISPkQoM71AuFik5jaxc1fZJk6ciI4dO5p97oQQSCUSwXTgrtrKXL++MjIysHbtWnrnWApnDMG42wCxFAPiLh0+fPgwwsPDza5C+lqRC0ktX8BXEN0wjSvrM79QiSlTpmD06NEm56g+z1YPiDuHYLh+yFqSlTJm9A0QRxndGo0Gb731FuNiahT5Kp0hKBogHClITkbawdIArpQnT+i/g7J0C3IZP3hHGCDO+HpkanxcGyQT7vp6PHnyJADzdfv9jM/hL5fbOoPR5ThrCKZQWYSdN36GQq1bTl2rt5FiXMYdAKZLres/U8rDZ6+3zBHlYqtr5gL4+OYBSUhIAMC84BUA/HR5HwBA4iOIbtipw4i/nnqAlIw8k+PjV5w0ew+lB1TcW1kdgqEMEP2PCEfpPJU21R8bQwhBhiIAgG5InCvC0Hw4R1n+mjYDyd/+QKddpLdaYv3XuegfUs3EI+CMIRg+xIDwzQNCYW5u/Bv3da5t4kb3OhecNSYbfe84Tvx9Hif/1i2lrm+A/HBvP0I61bGow5QBwvU5O8MDwrYdcR2CcacO+4UwL44GAEmPk1woif04ywBRFKvx49FEzNl2ifF8zVaDIZX7mhynnje1tQCfPSDG/RjXyQyW2gbVhvUNEEeVzVo6ar2lK6SeGgPitIAaqnIZpt8GFisxJvQNwRggTMaGI2JA3NV51/T1Rb/gaua/aimDSSAuEGd13hqtpiRd3W99AwQAGgxrBZmf4fCKfp1SY7tcddgZBghbXTMXCM63IZhX5QrQdmYEsnxLv+wpTxUAq9NL+YazdFhdEmharGL+2Ahp+g9UD+tnel/JS5wyQPgcA8LGk25pITJLslL36RtgjvSAhA1cgcpvdGQ8r9J7ZhJxCMY2tNSDZ7FDoTOGYJwVhMrWcJs4caLZc+YU2XivA0eztEkYxtZ+A6qS4QPl6xy8uvknfV5LxV7zIP6GDc7qvEs9V7rfWob0jTsG/WdKDc/wYRhRXy55eW+Ur1GR8TqmvHr16sW4R4xxuq6kyFv3ZVropavju5kP8P6+TxGfodvrRiIaIAAAlVpjkD5z3qb9G6Wzthog7vSAMOnkwoULcf36dcb72XhA7FmbyhwKpQre5QIQ2n4kfWx79B0kJulCFPQNEI/2gDh16+SSh8VmJVRHeEBkEgmCvUv3WOBStuLiYqxcudJkcy19b0eripXQsLw/aw/I77//znkIRn9HVXNoVSpkXYllJYMx5UoMKlWR7gv97oJFSFi8jDYWqRct0QpjCIbC0XpMGWJXnsbhTsY9PM15ZnKNxEgP9PWVkseWIRh9w4Zrub7//nuTDbn05Wr5yTto/d9unNL8448/GI/b86IhhOBAQgyyCl9Zv1iP/OICULlSz4gyPBJe6HbUFg0QHSq1rqYk0E271TD0w4Qwe72A0hgQWzwgUrkvILHtNXj69GkcP37c7PlyVeqg7Yht8PILYDULBgA+++wzxuNsYkAsrc59+9ELJD833GOJDUqlLm1JSR2p1Br8fuExZm69UPJb3wDhnLxwFiJzJlmXryDnzl1GJXfGEMyHoW+ga2BVvH/zGhRaLacGvXfvXmzZsgWEEIPtp/VlmNuoKQDgswz2q5JSnTSb8gKmmy0x8fSnPUjbH43mSxYioJXp6oBMEEKQHnOctqbVJYZO4RPdeg1apRJSuRyakiqTsFiqmQ842wPyMDsZS89uZLzG2BB1hA4X+ijx9ppIJOy4ileJmZzLNXfuXAAwWDlX31Dwq1re7L3mDApzOmmPAZKWl46f7xxE3LM7WNZzBuv7/h39X6CS7m+qZkiJSSIt6cxFA0SHusQAKVCoMXzuERQrmXTR/N4ptsaAEELQ+p/r8Dr1Lzy+uJ2b0AA9M8fc6s9BDXT771Ss1pRVECpgaETo1zObabiW9ieb+9VlAMDva6PMpmPM0ctJuPCn4To5hQrKIJGU5K1ngIhDMLbxaPM2vDh7DtpzF6xe64ghmJYVdT2Tj1TXYGzZLMt4vwwmGbjEgJjzaNjjAVGU7Bysys3Do61fIfP0Wav3FCQl4/HXfeYcxAAAIABJREFUO+jfqqJCg/NaasiAiEMwbNOTyB1vgBT56Tq9yk1DWMtBwSlWg6lP85HgjchmJp9c5nTSHnc0PTVfVYTM/JdIepViSyoASnWWMq6FGgPiaCgPCAAzxoepB0RfVyhDhGvMG5VGQK3WnO5jC6GMJomE0QPiUyHExPuib0Tol5GNAcJmf7KM7EL8euoBo5fJmK/23Ub8Y8NhTUXJ86GanlI/BkQcgnE8zvh6tAfKzWjswmNrgAyrUQtrm5t6IyiDhm18CrX4jyUotx2IFhknTuLhxs1W79EaTRlVG33VUudpKcu6AcJiGU2pzAlxTEaeJy7lMhc/xCSXVG6qwz4dA1GzewNUbhxkcNycB8SeXXIpL4WWaLH12o+YeWIFXhZkW7zHJD7GKD6H9oAIZBE9CmcPwVjEyABheqZc69Pp/TZdTxKT/jq3iKB5/4Wo2WqQwXH9tqHfJi3JSvXd5owXfWKuJOPHo4mIuZJsXX4GiopLjD3KQ622rw4FMwTjLgOETUyErS5eyorkUjZqsRnjTpyx8zZjgDCRl6eL1GcTrf38+XOT3R4ZoQto/VIKYhysZfRS0RQrS5IUZ8GwTc9SDIilYxbzBTtDlQlz49+MLxWmjUC8S4wCjaEM5gwQpjrKzs5mFUhNzSoihCCxJHbjRWEWqpavYvYeldawfFRdUV/xlFEjFcb3nwnuMECM82TSIa4GCJuddu2jNK7OuH0UFOvOla9az+A4Fw9IYWEhlEolMjMzTa4x1569Sgz6nAIl43lrFCkob1PJEIydBoggWgCfvhTMfT1qn6ZAY/T1zkRWVhYoxZSXfAlx6bzNeUCY5KpUqRLrdNl6QB48eID27dtj+fLlLFIteVGo9cY1rbzo1IWGbnR1kZEHpOQlQ39beIgHJEeRazKFlg1sPCDGQxXmDJAbr+NxNeWm9TwJwdWrV02OscXci5/Riydn2IahxKNDjDo/LkMwLVq0QOfOna3KqqEMEL161lgJfC5UGcpRaoCQkjQ1JmkKAad5QNgYvxaGYCikUile5KhwNf45q3x3fvsdq+tsRb+ejPtrpUonv1ZjaAhwMUC6d++O5s2b48WLFybnzBkgRUUlHmQbH2GR0jAGRGnnbEhBGCCAeaVX5ebh6Z69TluQytj4YbK81a9eQ/n9Ljzass1qenv37qX/ltnQoCkDZP/+/Wjbti193N4YEGpWjbVdTp+UrBZrvL8IE9QsCW1xaaOy9pw0hYaze4yNOvo3NbzqAR6Q7MLXGH9wJqITzUfUm4ON7hgPwZjz4p16eRXrLu8wOWeMgQFhw7eBfhuqWbNmiVFufgjG+LiEKo9R2+Q6BMMmjql0nRW9l4kVo9ecAUJ5RpTUS4c/31WssGaArN51A/vPPOScLjsPCLshmK1HMrD8u2us8v3rr9vsBLRCzZo1zS63XyKZibyqEu8d0RgZJmYMEKbyUntlGe9XZnyvPjEndDPF8oxiCNlCD8GU9O1sYkksIQgDxNIQzOPtO5Dy8y/IuRPPKU2thUVf9GETE6FV6Dqc/Ee6l7K6oAC5ifdMrgOAkJAQ+m9bDBD9/DNKgjwBQKNSo39INTQqX7ryorHS6k97NH7w1BCMl9FXpXEa+vsNWIcyQEqNCK0Vl52m0DDo1NgA0SqpIZgSBGaAMJFZoHsBxz27wzndh9nJ1vOWGT5tNhthZRZkYeSvU5HCMK1XrVabDKvZ4wH5+++/aRlafvIOWs/oRp+TeskM5FUoFFBqdPcbx4coFApI5FI0G98RfiEVzMrGRVZ1idFg4AEhlnW4SGVoCFF3FquVJf+rDI4LBWsGyPm/0vDd4QTO6T5Osx5PZtzO2Q7BHL74GE/MTD+VSO3fqoLihx9+oP8OCG2L6i0iUaVOe0owk/fGvv0HAZh6QKi69Q9qAIXGmz7OdZjfnNGdla2r62Ilu/efMQo6BkT3W6Uq40Mwqte6CuXqFkz55VdW11kb6qjp6wvNa8MGdG/VatyZNdckfgEAypcvnV4ot8EAURYXI6JqEG28UPimpGJM6BtY1jTMrKzffVfqcvQy8o7k5+ejf0g1DElLR5DeGiX2TGGkPCBqvS9NY4vfGHWBoQFiPgi1JKBPYAYI07OmVsf0knILycoufI0nry3vGAwAUpnlGJBKDaviaYWXBsf+eHQeaq0aZx5fNkmPaQiFqwHS4N3WCGiiCyKldjXVarWoUKcyylcvXYBMKpca6ODjx48h9ZLS57wD/CD11r1IFAoFKr5RGZWbhqD+0BZmy8v0xaiPwQwLygAx8IBY1uEiYw+IRHcv5fmg/vekIRh7voR/PMq8V44ljPslmZcfNP4NDI4RQvC/A3fwybqzjGnYa4BUrN4MlWq2AlCqwwBQr/N/UL15X8i8/HT5SKQm7xHqnFajAiRSSIzafqMe0/FU9hb9m2uMlsGiZHqxLlQ+GivxL+biY4qNDA4Vyw95cwjCAJFKGcaBS9AqS74mOFZEUYr1jhsAtBoN1Go1Jk+ejMTERANF8pfJsT6sNWT7okuOEChf5yDntu5LVsuwtLB+522LB8Tn78eY+EZ9DAypbiinhXnyFA0alDbQGr6+2Nv+LbQqmRKcl5eHdpUqAwCCfUoNEGPFVygUCPb2MTBSzFMyTphXuhS1tSEY41kw2kLmabilCQqjE7fUeecWl3ifZHJOBl96fia7vEsMkA0bNuDAgQMmeYRNehvpAaVGtFqjxsF7JwAwD1Nw3cfCGKVSiZCOtdH8w04AStdvYHSrG3lAAEDmo+tEJXIpOiz4B1pM7kzLWjrxoNRAN063qKgIFetVQf1hzGvT6F+vLhmC0XKIAVEaGdnFcrVBWsUCHYKhhnQZddjGoEa2hgtlLBw/fhwrV640eaah7UdAG1Qa00MIwcwtF3V5mHmZ2muANAifgvrvTAAA+PiY7w8lDO1a5l1OJ6dGhSa9ZqLN8E0W82JqXxKpHMGNezKWw3D4Ru/ekmutzV5RMpxXa7T0mi2UgWLvLBhBGCCWhmC0Kp3iP/v9CDJOnmadJtuYEY1ajQcPHiA6OhpbPvkUbdNKA5yq+xptkEQIbn40hf6Zl2O6NLR+Z0oZIJy8DCVBmUE+PvggtA7UJbEbGoZ4D+N05XqemvrldEM1fUOqAdB5QKhOViqRoGtgVVT38TVJo6ioCFtatsHWlm2s958l5ct/9Dd9iJjZ74GW2ejrVHXvvsFvTZFhEKrQPCBMz/q1QucivpWeiBG/TmYdjPo8j50BQvlLV69ejRlLZuFk8TV4VdB1mMbDMwCw+Mx6+u9bt26ZnLfXA1KsMnrG1EJKatN0jWNA8hT58PL3KTmn60z9Q3W7cRYUFNDTgyVSCer0b4rG77dj1OEWU7qgWqc34FPZDwFG03kNDRCdvuYrC/WOWe47VFrDcuT7KKBQF9Np0fvBCMwAsWREv84v/TD4YMlxZGQXmlzDxIvX1uNwdJnr9PTf//43tm77Gl9F30eFkMb0ae/ygQaX/3n/BRKTLU+Xrl27jsFvW/fO8i4fCKlPZbPnpTIvEyM6oHoTALq6LFc51Oy9fpVDUavNMGgY+o2ghuGo1WYIghqEw9u/qsE5fR3Wj7HxC2pWcszKZACGuJyEpCx68zkqzTIzC8ZcB0d5PnJu3cajzVtZp2lpxsoJb71NfZRKWjFH+vmjVl4BvEoaYjUfQwNEkZEJjd4QgpohD333r9yG2T3UJmw9g0LQN6Q6UvcdwNdff42LF0wXUTM2snyzShsklXVVLx9U9fZGk6Ji+utRCmBK3QbY2KI1Y+dNsa55K/y3fiOT4SDjTAoflAamWRuCMfYakVzDLbo1Jfk/LxmaOe3nDSFgqfMuUBp21sZBjObIKmLe+wQA0s48ov/WH4JpMrYDMkg2/dL2reJncu/9rNIAYynDMtVMHhAuBohCWTqs1nndQJxIv4izZ8/ii9VfmFxrPATzSlFqROtvshfSqQ58u1ZFuWolsR8SoFaPhqjauqbJkElRURE0Ja7k9vP/geYTOiGwZXXaIDAcginxWuhtImfNA6Ji0HGlRkWnRcWIUOuD3PuBef8PvmHRi5df2q+9zFHg7E12C7a9tGCAZCWVbuOg/5VfuXZbxD14haolK40CgLdfgMG9C3dcsZq38UuWW3xbKWGRS5Hm/TaePXuGSZMmmZyXSr1MPDbeFWvozslKdbhi9Wao2qAr/IMb0sdqdxiJ4MbdUUzKmaYr08lbrXlfhA1Ygip13qQNNQMjWs8DQtWjtcBfJcP5/EIVVCVpUefVJfkUvEyymJ45BGGAvJOWjo7lKzCftHGKrjovz+y5J3IZcks6baLRmIwZ+5a4jOuWM1ou2uhlrSq07L6mXtzm9rBgwrjze/78OZYuXYqnSQwKYGSdEr0v14pynfLWLlcO21q2xX/q1EWrSrpG7K+3pwKT+5qipp8f3qxcBT+364jxteuisb/hM2KK3bEWhKo1+jomOTkGsTRqvSGZRwX5eMGjKdqWyMQrVGlejbHz1n+5AYZf25bIVxaYPZf7OAs1pbove4neLBj9+AkAqNQwyPRmPZh2uFSpVHpf77o/Dh8+zNoIKVIaxvXczEvEv/71L1y4ZGpES+WGQzDFqtK68ipf6vZuMKwVgtrWQoNhujF5fd3LJYb1WVRUBK3RWHaTsR3Qee1ANPmgAxJflBpvTPEe1oJQVRpTT87FJ9fotCgDhDJ0XiWw9GS5meT0AtTpOJoxPqDIKKjRm2n9FgbyCs0P3aiL8/DvXrqgff3N6OTeOu+ttiSo16tcZXhbWJfFHMZDM8XFxcjN5b5fCsWiRYtw6NAhk+MSmdxk/yXKENCP/WgQPgW1249Ao4hp9DFVgW4PomKJ6ZIKVACr3Ef3Hnqj01i0fXcL6nYejwIFswFi6Zg+TAbKjcQMqNVE7xoNbcQ9v3vEYnrmEIQBUqlYidpmxthsnX6rzs+HX80azCelUiT46fLTqtUm4+BNS160b1aujFcWAtqUDOPnTDEgZ8+eZS+3keLs+fVXjK5VG32Cq5lcKzOO/tfL+92a5t1+AXpfApY8IPr8IzgES5s0x/21G0rzY/gStBoDolQB+q7QYiVuffY5/VNTYtRJJRJoCXHbTqdceUhSENqrkcUgVApjj4g58pWFCClflfEc0RI0I3UB6BYiM863Wqc34FXBBwGNglD0sgDqIub5/OY8IEyGyaNHj0yOMWFscAFA5WYhqPCG6UtE6mU4BKM/fFO7d2OT6yn05VMTUw8IUTF3wIEtquOLq19BrTGM29DH+hCMqd5//+ev9H0vCrLwsjC7dD0Qgaxl8/ezfATW7URPIdWHmh1Bwfa7IK/QwjoShKBWFRnUxQUGi+lJ5Tqvp19ADfj4B6FSdV3gvSI3gzEZczC9hJctW8YpDX1OnruG4MY9TI5LZYYeELVaDWmJ4VGlTgeLaVJGhhamBp25jTgrh7bBzjMK3HqgWx+EyZiwNnSiZJjd8se1p0jJLP1wz3xVRAeh2ro2jCAMEBUhIEolrlwxdatpjBaqYmuQqPPyIff3Zz4pkUBLTSFVqVF84RLaVCp18f23QWN0rFwFwT6+uJVrfgqZimEWjP7XnE1DMEad1fCaoYisVoPeX0YfqZGCsg3UHRP6Rml+FjwgTLw8X/oVyzTV2doQDFEp4VPVcDy3KLV0s6f0YzGIHf0B/GQyaAkxu6om35BBBqm3DGvWrDE5pzCaimfJswGUTtstUBbA35t50zZCCP1ik0iBnTd+RstP36HPBzQOQrP/dIRv1fIoSs+DRsFcj0zj4iqVijF2hO2CgQqlqQHS7D8d0ew/HU3z95YZGiBqdsGO1BATAKiJqQ5rrEwf/PuVbr0bJg+IVQOEwQMClHovc4rz8NHvc/FarnvOxsva8xVvL91LcMHCJSbnFEZ7uORbMiygC2IkhCDfggeEEC0UCgUI0UIikeFhyis07P4pZCU6X65yKJoPWAyfisHQqItRmP2EU3mYqr2wkJ3xz/TCbT5gMWq1GWpyXCrzNuindO2H3Yy3Km+8WSKrYdtSqVSQyiwPP19L0MUr2uIBMXde/3lNXHUKNx9ROmzbh6AgDJACZTG8pTLs3LnT5JzxVNec+Ltm03l+5CiujR0HrUoFTVERZOXNdN4ANNQGUho1ZBcuYXbDJgbXdAjQBR09KjC/oAuTAcLkAdHn+PHj+Oqrr8ymyWW2jyIvDyqVCkVFRYiPj+c8UwgANEYBh0UsGuiTXbsBGHpcKKwHoaogr1DR4jXq3Fx6vRN7pgm7ErlEBqmXDAcPHjQ5Z+wB+b9bB8ymczXlJqYcnofb6Yn4f/bOPK6Ja/3/n4RAQEAUZDGI1n2t+63bFb92QSviWlt/ty61ttrb3S5q1Wu3W0u9LqVabWvtvrnUrS7YatXWXXEBFAURkH1HTMg6Ob8/JpmQDYImZCY57/uql0wmZ54zeTLzmec85zlytQJBUuuxYYAtHKk3LnPuI8IfN/9GcPvWZpOG/MMD4R/WAsoKhdWQhBFbERD2Amrtu0ahcPPmTbzxxht2xaGtCIg9fPwkXKXHtLQ0KOoaFme2sJUDQhq5AP/n8CrcVtUivdSUBF1Xyj792RMYRmxFQGzZUSM19EUY+gN+EuPwnfWNT2UxBLPlUKb94pE6PSa+uQe//H4dd+q0kNjwJYAVIGq1GkTPQCT2wZofziI4shsCw+4z288/KALqO2XQORg5NGJrBo6/YWKBRqPBq6++yhX7supDEyqAiiVSVFSw09xv3ryJW/kFpnWyHERvcatWqVQ2v4f67Pk7B6VVdai8betBuJEcEDvXA51F9OtSjuGce3oERCoWW91siF4PRmF+QSr41f7F++YXm6GtrkFFNptkVxkciFb9+1nvaAjvA/YLlkUYElDzlPYviPYiIMbvyseGEz799NMNhwGbIiI0Whw7dgzjx4/HkiVLkG5jRkNjWCbrahwQIAXbdyBjRSIqT5mSyDblsTkqjQ7BaLUQ+/ki14Hj9AhuKZghGAl84ONnI4xKCG5aPLk1VNvjhqHw2I2qXFzPzUJeVi5eHvq09Y56Aj1jjICY/Kz+MvcSf1/4SCXQ3FaCsbMKqY+dCIhlbRGAHUMHgAULFuDnn3/GxYsXbbZpOQumIcRSHyQnJ2Pjxo1YunQp1m90PNHcCEOshxEdiTo8u3sRTuancK9LTuQCaPzmYxQosrIQ1JWYcgrsCROhIDX4r60nb1uzXuxNza1VsH6y9XAW/jpxBlq1Au8+Oww9OpjPJJFIg6DRaEAIA5FYjMJC9nchtZjx4duiFbR1NWAcTN42YmMkiRMgx48fx7Zt27Bo0SKbn21K5LVFUEskJyfjwoULePXVV/FI3Ngm2QkAxOJWrVQqIZY0XgrhmQ/+wLLPTLV8NIoKyCtugrHV+XoYk0z/0dkXmnqLL1rWAeHsayQvyh6CECAaQuBnYxw76xPri5FfaOPJSDf+ZKfr7vrrL/R+d7n1DvWGYERq2z+iHoY8kNoGnuh1ajVSU1PNhi3qX7zuZgjGVlTBksLW7HBMz6BgVG78AtnX2ac437s6nnn/tDaEgbitdf5J1RnzzP7bhpuOvLYWV6/arpaY9/2PuJ2aBrGvL5ZkXsVvJY0veCcUAQI9gdjXWoD8fuMvbhqukTYt7PuwxDB2rNSqIAr0Qdrpy/hnh3/gH9HmQlrSwpdL+BUHNhzuZdQ6uxEQPQjy8vLMqu7WzwGpr6GNAsQ4bGPvRu1IBKT6Cnu8lmGtcDOwBB8l/Y9t28bquI1hOQSjUqlsCqgWxN9qW32MESWNToOzZ8/afMI/mnMK2wwJea2rAnBzh6m6rVLdtBsk35Aa/Nfyyfu2XI29x62T4C2HZYwY8z50jB7Z+ZVQ1JRgYI8IzJ9iXpclMLQD61NED9+AVpxf+QaYDze3aB0DRqsEo7F/fqurq5GZmWm2zVYybUAAOyvMuOSFvaJ1agfW/QKADlFBaBkSCmWLXnhy/lsAYFV0zBEsh2DsCZDuMXbSCoyIfED0DHR6PdLS0mwOOdUodFiy4QRrf5gI6Xv/w71XZydXzLJUvqMIQ4Do9egSGAS9xc2m/MhRq32ZBnIURIbZKySLrUtRbnRoi0XbRGIx99TULdX+kA4AqBoY+6oqK8Ojjz6KxYsXc9tszYIBrG+kVqWxjxyFuqIScOCGWxPMOuHMmA5op2M4sSQV+4AhBDVaDcrUKuwtaXzRJkajNhNQlovFAUC7B0dD14i4uWPo98dr1uCRRx6xuW5HwfYdAACxoaqg2KLNQhvfrVAECNESroBWfc4WWkcJlDrba5rUJ7sqDyIfMRSGMtZdwzqavV+TWc4JEP9BDYtyRs1Ab+dmodPrMHz4cLN1h+rngNTPBTFelI3TGS2fEjMrbiKnOt+hPA7GENIPHSpDbZSWKxomacG2fftGBWoyy5Gzp+HfJ8DOWlGr1ZyvKJVKrnqqEamPH2JEEQ22I/IRgTB6pF1Jx+TJk23OeNh89mfTcRkG+nrJriqtGjXXrRcOEwpGASLxDzYTl1dzKm3ur1TbfjgzRkAAoEXrdlBWs1N2o8LMh8TzL2yDWq2GNCgcLaN6AhLrKeNGGJ26wQhIQkICRo8ebdqfYczVswGj7xqL41n6cGlVHU6lFUOtcWwIplWQFGqfUAS0G44usc+zbRuEg6q2FGp5OapyzdeusTWURMBWUzUKIqVSybVTn0cGRVptq49ILAEhDLRaHcaOHYv58+db7ZNyzVQVWQS92fCKQqWFWm7Dh+92Rfi7+lQzE+XrhyCJBPer662qamvxNX//hgWIQdWSomKoGAZKw1Nc/49XI2zEcADAf66lgxACP0M7fo1EHJQN3ABvV7GhqwsXTCuM1nforoFBmN+hI3xEIiulfafeNGGdXI6sj9ch478fOjQEQyxmDIVLpbg/uCUeDI+Aj0iEeZcv4MW0S9hbahIgf1eWY2NOtmVTyL1xA126dMGuXWy1V2Lj/LYZMdxmQbCFV1Lxn2vp+LWoABqDoMsyRGOuXr2Koj17oa21ng4t9jVUurTYvr3YemhCKEmoxghDtxkDzbZb1ozwl0itckLqI1ezQ3451bcAAKpK9mI1ofsjmDf4XwCAgsNZYFQ63LFxbs1sUrM2MWodGDuRPJ2NJ5v6ERCxRIzwQe0g9vPhfNh4EVdYDI8uO/w/LPp9BbeWS1PwDwuE2FeMLo/3BwBk/XwRVz47haKjJp9VFNfi8tq/rD7LQI9OnTrhueeeA8BevCUB5jUf5g6aDh+RdYSq5EA2rm5iV/69faMSej1BjSHxPCUlBRnlWWYF4RRyU58ZhuGiJgCgIVooKxQoO+dYjQy+4WcQbV1in+dWzwaA3GLbfmY5M8ZI/aEZH98AqOUVIIQgKMAXbz/Dlh/X1NVAUZGNqipT+J8RWQsQ8R22xpCe0YDR2h+2zTGUKTCKUK1Waza1t02XWAS0jjEVxTP4smUUb8Hao1jxzVkolI5FQCps5F/0Hv8uAKDkajKu7H0buae/MXs/68+PuSnGRgjEiI+PR8eO7IOGUqnkqqkaGdonClI/64ec1gE6XNjyIhSVecg78z2InoFSxbb/559/Iq+4FinXTBHOW3m59T5tMXyp0kHP6JB1dJ25fZ4cAQkxCIfw+lOZ5Na5F74hLbnl2gE238CYw1B36xZXxlukUkHO6Lisfb/Q1mj/4r/xYtolXJfLodfrcaa62q49J1ubIibqBpSf/OhfaCv1x39at8GJiVORv+1XM6HxSEQkHgpnp6/mfL4J8norzGZlZWHEiBG4evUqNDVswSlNVRVEDAM5wyB/4ni7xyUScyeMCWhhc9pttWFY5O/KcqzLycaRSpOy3VnMzjy5doV9wjTWKvGxCD0O37UdAdEyzpG+zzflM+SrlLgul2NLUQE3576VIRpz88xZ5Gz+GplrPoYlxgRBkYUE0er1ViuRCiUJ1XiDDx/Yzmy7wvDUZhxaCfD1B6NnuGmggKmPWkaL37P/MvuccfqsWCzGw51HQvq7AnmGtTWqK+z7sL5cY1oeXq2zGwEp8a9Gi6hghPWT4ZPTX2NXxkFoNBou8hE+sB26PTkQ/d/4P+QoCpBTnc+Fr2tra/HYY4/hxx9/NGtTa6h4OrVdnF37LNWnb5AUrXuanu7q39gJowfRE1z631FoSutQlsIK1UKDODEmf+7fvx8AIFcpzKJRP0xNwv91HMZNHS05lYsAH0OlWLke1RllOPHaHihL74AwemgMv5uqqiq8/ecavLL/bZOh9XS4pQBhoAdh9FCW391KpO5GWm8Isb64vG2ogtpRZp48XldPgGh1DOdvu46aP+gwmjruRj+4ZyRmDCO4up+9SZeWlkJlp+Iv0TNoKWX9VgRxg0MwwVE9ERTeBU++nYz//XAeZZVys+Jm7QdPR88xb6FQHoR9x29yUV+dTocPP/wQCxawtTmMw0e1hj4PiNFCXmF/ZXCV2qIYZMu23HFJvZwgY9G1C1tehLKmADmn2HW71IpKqGpLQCBGerppwVWlUgmJv6nu0rz49lg6Zwg3UwkAOrZk7xthQQQgelz/4yPUFqcDer1ZBOfFVUfwzqbT3PdT/7yILISFRqcH0eugqi0x2+7RAsRIR50e27/6Gtu3b4fWcFPu9vqr3Pt+rVpxERC9Votzc57F6cf/BaLXo/riJbO26nSM2RealJSEMjUrXnQ6HbIqyvHudfNchcPlpXgy5QxUnU3h7oZSeboFBSPp/v4INIT6bv3wExgbY4pdAoNQfeQYivcd4LYd370HK9tE4fNl/8G1FWyFSJGvBHqNFowI0PpKUGdnSivjZz5GGx/ZFt2CrAu5yaKjMffSeWzIvWmVl1FlfAJQqtA7uCX8DW1KLOy3nHp54bbppsfUi4roDH8bE97PHGfXaai5eAlErzeLaF1PT2fnylvchHS2pr717m21jY/Un2qbkpKCDz/8EAAk/jfQAAAgAElEQVRQq5bjoU7/xIMd2QicvyGsahyG2Xv9EKZvewF5NQXIv209ZMaotNzQR3FxMf5MPsw5ZXVFFVI+OGR2EwSAS6uOotVlMTdE01AOiFgixoCFo9Fj9mAczzuLn1J3oVBZajULJqBNIA7WncIHxz7hIiAlpSWo7q5D4ndrcOKWKSeozpAL0T2yC6qv2765aCyeHP2CpWj3kKlCZP1ZLGeWHcCZpQeQkZGBMWPGcNpFVcXeJO8o7sBHKuFstpzm7GfMaTD4srpayU13l8I8UkIYgjsK9on/yJEj3HZuZkw9Fz148CCIZTFARn/XxRPdjX+9YaurmXl47fXXcefOHdTI1YgOD8Kr082je8YISFZ+NaYs2outhpkxt0rNc54YrRL5+aao0GuvvAC9IQpYXl6Oq/vegbxecTgAuHn8C+QdehvlFaz/iMTiBodguv7fS+j20GtQKHX462Ih1m27ZBYBMZKvuQ+f7UyDwjDUrNVqsftUOc7k+ePUZdPDVUk524fgFn4ou3bI5jH1Og3kFjkTvcaZ8in09a7feWe/R+rOhbh86SI+++wzrv+E0UGv04CIxPDxC+TyX5RKJSRSU75HZCg7fGWMgOgZHSRiw7otFksc6PU6aGxEPK/lstduvcjk8999+7XVfkTPQG+x4jO8QYBIALTdvRfLX38Dt37ZAgDwbWWa7+8bEgJGqYSuTomM/34I7W02VJr/y1YocvLg27oVJIb8CAWjQ21tLSZOnIjp06ebrRT7119/oaamBplyU2gxu307fJ6XAy0hiIoyJV3ed999TerDmPRraF1PIKjrfXGMUolBIa0Q4x8AaRF7s4nTMlAWssmYmopKtNBooBSJwDAM5lw8j1vKOmwvMg1NrMi8BmVwI4lIYBemO3nyJO7odGAIQYhFHkytwWnD7sjxdvde6HNHgQ9ffgVhNaaLxyWpdTa80s70RqMYkRsqDV6vN0Pi5ORp0Kw3TT3ecdX2uL6OENRZDHklJiba7SOfUBOTAPnoxpf48pevUVhVjNuqWoT4B3Hr8ARI2ERIlU6Nm1W38N2lXwEAP17eiaxKNowc3dLkf4xKh4EDB2Ls2LF49913zY6ZnJwMVWUd1IYZCr4KEa5/eBKKolpEhIdzM0EYtQ6hIY5XkjxccwZtR3S0+Z6W0UHUUgK/EH/cLMhFWN+26Pn0A0g69RW3T6WWfXiIDm+LjC/P4vaNCmjlatSVsL+3omPZyN1nvUJq/doeRlFVWFgIRs2AUevQsmVLlJWVmUqqG54+79TJMfTDcegx5wFs2bYVO/405W4oK0xixLhqLWEIlwOWmW6+FhFh9Kg2rPFUW2e6Pjy5/WXsKP4Dkpbsb6LiYiHKysqsxJ+e0cPfYog0JSUFQsCn3hPBun0V+Cv9Drb+uhsnLhfBVyKGr0WCsFKtQ1lVHV77mI3a/ZB8DSnXyqBUM4iJND0QMVolYmNj8fDDD1vNADROWzdGGQijRaTiEGoKLiE8PBzFRYYaQSIxpkyyHxW25Fq+Ah1HzLX7/q1yLQLbdIZarUF411EI6zgUn243JRQfT2fzJEJbtkBNwSXkp2yBntEiP2UrAECrvI0r+99F/272Kw0bZ45kZWUBRA+dWo7g4GD4+flxAgRgV8wlEKN3/Du4f+KHyMrKwgtvfgBf/5ZgDEIgojU7HOMv9eXaNhYbO3XyhPlx9Qw0GmsBsnD933hlzVHcUrCzjJQ1RchIt85RI0SPiHDz68U777xttZ8jCEKAfJ5rHuLa1H8QKk+wRcn8Qk1Tt3xDQqAur8CF555HzSXTlNP8LdtQfuQoAjt0gMifHUc03sjOnz+Pv//+22q8GmCn/xqRDDDNMpDJTBVUlyxZwv3d8z3Tl7DPkF+hspMjsjY7C/Mvp+A3lUm1V544hUVde2B1n37QGkRHK4uVDqP1BCoJW9qXAHjjSiq21hMgl2prENW2LQZ/tQkzL5zFnIu215kIDw+HRCJBQEAAli+3nglUa8it8Dc8CYSoNYjNK8Cw0DCoGAaPnz+N0zaSKpV2knI1hidKf0N/ggyl4EV+fgjq2hVoEYj02ttYkH4Zhw1PNWKLOLyOELx9/Sp+KDA9iRiz1vmOT7V59GbQkoew4A9jQSdTPwN8WQHy4V+fYvEfH3LbL5VcxeYLv0AilqBT6/YAWOFA9AQ1NTVIS0vDb7/9ZvvghhtHaFkAWhkK6oXXEyCdO3TCw6OtKzgWHM6y2gYA2gD2u7ydXYG0dcdx4SNTJECpU+H2EBH+8XYcrtXZDk0XBrHj+m1ahoEweqRvPImz7/zOJZ6WXyxEZJsIbBj/AS589CcurT4GxiKfoP6NPS4ujkswzMsz+QZh2CGPOob14dBekfjs/Pfo+TRb3Oly0t+4sOKwaX/D10D0esh82RuHzqJQll7LQC9ijy1pYS7Ai1Rl0KsY3Nh6Gde/N4gKG1G7nEMZZnkg9R9o+Iyv2Py33bZPPHalsUJCodKaZskYzuOGX1Mx9wPzZSbe/ZLNp+ndyVRs0Jh0mZGRYbcGkraOFX2KsqtoG876cJs2bRARblhuQCTG4jdf4/Yf1Z8drlM4UJwsdddipO1+y2zb0RsB6P7w69CHD+W23a4z9T81l/WpyDD2Ya886xgubXsFagUrTOqqbkFbV403ZgxCF58UpO5ajJKrB82OIRaz18AWLVrggw8+gK+vL3x9fVFeXm6WA6LXa6EnYq7k+v++2IOuo1+B2McXxVf248IvzyMokL1uGL8DomcgYe4YzkGu2XEJowXEpiiH2lDYUOIjhl5P4AcVSq8fRkbyf82GiYwEhnZA26hIFKWZrjedOnW2cWYbxyUC5LfffsO4ceMQFxdnNf57NzyzLgkqQ9gyt06BMrUarQYNRG3sCDy70FSmO/3ObYh8fMCoNfCPikJwT/PiYS06tEfZHfYJXNFIRU5L2rQzjd13794dmRFtcLi8FNHR0Vzp8JAe3RH5yMPwu+8+fJufhxkXzmL2xXP4spK9of5aVICDZSXYmJuNU9WVqNZqka7X4ZObWThSYR6KHuxvurFaXsJCRCI8/vjjiI+PxzfffIP+/fubvR8dHQ1pWCjUej0UDIO3rqbhTLX5ypCdOnUCwJbPtpUJbRRorQxjs5J6yafFhjFwY3Gd+qgYBn/172MlfAaOioVCp8PAkFYYFh7JzczZAB3+jI7EyuJ8vJeZgcJ6guxktXl2/bxnnkWhSok9DszeuVec7cNvz10MUl0vr8MQKQr3D8U373wOhaGgnaLsDsQiMQpq2T5aFgJrGxQBojQMndipXmqJ2DD0ECRqwWX3h4eHY2I3Ngcjdug/ERHKXsin9HoUM/pNBsAKkJQPD+Pkwr249g37fWrlahT9fRO3sytx/bsU1OZUQVl6Bzd3pqHomPnYfshIO0sdGBCJRHj22Wfxv5X/w9rVazhRIfYRIzo6Gm0CQ/F/A0dCUXgbF1ceMaupUb+M5ddff40ffvgBgGn2ArebTg91gOnGUT8HR1lqkTxpFCAMQaeyNrjw0Z8g9eolvPzyy1CWyREY3RIdenZEYFvWh699cw5Pt5qI3E8v4tSSfSg9bbrpWQqn6J7twah0yPrZdo0UZ+JsH+7Qvh0Cb5uqUasVlfAV69G/axtUX9mGkyfZYVWprwihwRKumFXbNtYFH3t1ND1BW4XzbaA3rDCsZ3SIiGBnKwUHB2P9R4tA9Ax85JkIamG6qc4Ydz8AoOjyblzavgCXti/A1f3vsTdfsEM4tSUZuLL3behUtdAqb+P6odXIPf2t2XHDOv3T7LW83NzHoyNbYfXq1XjjjTdw4MABrn2RYaE4fz8J/m/EIOhUtShK3WM246X+dOannnoKubm5EIvFkMvlZnU1CKODljFdB6q0pkigqoZ9UDXmXUn9DBEQPQN/pgxX97+HmnyTr73xxhtQ3i6GX4tW6DNkDALDOkIiDULptcNY+/z9yPwjEad/eQ2FF3+1+T0AbI5IZGQkSq4cgLKGjUBZThN2lKZPSG6E0tJSrF27Fjt27ICfnx+mT5+OIUOGoEuXLnfdZmxsLM77+WHatGnckzTSTCf1oQGD0d1HghfWr8PPP/+M2NhYlJaW4s6dO2gBQLFnL+TH/sbelPPQFBVhaGgYKm3kYiQlJeGVV14BAAwYMAAXL15EmVqFCKk/V6AGYC/eczZ9jqqqKoSGhuLORytwZes2iP380OXFf6OoqAjY/gtn6+85N3GuIB+3tVpYDlAMGz4cmzdvxrmaahwuL4OCYeAnFsNXJEK/kFaYJmuHAmUd7uh06GWoEFoeHIzg4GB88cUXnN03FHJ0MVQHHTBgAAA2tJeRkYEbN25AKpUCX3+PGq0GS5cuxezZs636/9NPP+Hy2++hX0grbgjGuOBeWL0xQ5WhVHpovZorclkUgopKQACst1GxtnuPHriW/AcGtWqNQYYqsnKdDkfOn8eRkyet9geAK3dqcbCsBGMM69zETZoArF3NvZ+lkGOEzU/eG67w4aioKLwy8Cl8uf0bHNnJPhUyah13g6v0q0XHSX2wf9NOxPYZjhWJH0GsE6GkqBhKlRLVwXXYcPY7FFzLQ9rN82j1Txm0CutM/MWLF2PLli1c1j8A3MmthrR1CwT5tOC+s+DgYEwcPRFTasYhODgYpYpybLuyD8NjBiEmRIbx3R9GzGsxnMipTC1GyorD0GsZq/yMRYsW4aOPPoLYV4zanCpAJGLTHMQi+Ie2QIdxPQEA5RcKrJJw33nnHQDA4cOHIT9Sg5BOYdCpdHjjjTcAABs3bkRZWRl27NiBvn37YlXqlwiICMK6devQp08fq/7/9NNP+HcS+ySsvq0Co9YhpLP1ejnaOo2VgOvQJgYZRTlQVSqw4v0VVp8ZMmQIdn1/EK17RqLFs/dz2zW3VZj7tO1wPqNmcGPrJW72zj/6DsYp/G5zX2fiCh8Wi8V447nHkF8mx0vzZ3NPxwXR0SgsLMT5U3+i/9Q1yL92ArfO/cTeUEUiXLmSDqlUiuDWkZj/0THoVLXYvfVbAOw51KrNheCjjz6KBx54gBtSHDZsGNJusA9o8vIb6NqVzZe6ffs2unduh60fhEIkehS+Eh90jpLiibH9EBUWiN9WT0R09PNcu6raElzeuRASaSA0iirUFJjyAh988EH8+eefUFRkQ1VbArFEygobiRSEMOgy6kWIxD64XZyOoHDT035URCsM6Dude20s2qWouMmtjDtx4kSMHDkSv/76K8LDw7Hy890I6zURj08ei+EDXrA6z7Nnz8bVzBzkAKgtyYCPXwBCZCZfV/uY/Ll1gBa1AHt9B9AqhL0H1Bal47td31u1PWHCBGz8hi134NdxIrobRlK1ymqMGGH/anphy4sY+MR6AIAPUXOTKWqLryKgVTSCA+9uVXIRudtVZOywc+dOnDt3DitWsD/gTz/9FIQQvPjiiw1+Tq1WIz09HX369OFOZn1SUlJQVVWFp556yuo9H5EIUrGYe2qfOnUqfv31V7P320r9UahSwk8shszfH7eUSi4vYdy4cXjssccwZswYNqIBdmw5Li4OWRkZEAP4ZccOqFQq7NixA2vWrLFKvkxJScGgQYO4zz7wABvmPXXqFB599FG0bdsWv/zyCxYvXozQ0FD8+OOPCAsLw+uvv44lS5bAx8fHqqaFCED7gBao0mqgYhh2BVsRMHXWLLxdb7x/7dq1+Hj1aviKxbhx65bN85uSkoJpkyahZ69e2HfwoM19AKB9u3aQisV4ddEifLlqNQIlEigZBgE+PtDp2UyF2a++guEjRyImJgZhYawY0et0OPrHH5j5zDNcW1KpFE8//TSGDx+O2tpavP7SSxjQ4T588803WLV6NbYd2I8aO9Oc9+3bhxUrVuDUiRMI8PGBRCTG1bxc7vsJEPtAS/TIs1MquTF/aghX+nBERASeeOIJs6ECAIAIaNkpDLXZbNRnwIABqKurw3XDtGWIRWjTty1qc6rYnI3eUVAU1aKumI0KxMTEYPr06Xj11Vcxfvx4XLx4EWfPnsWWLVuwdt3HaNG2JZ6bNhdPPPEEli1bhpUrV6JNG/Mbc30fBsCd69TUVMyaNQs3b97Eli1bcPjwYVy+fJmbGZWXl4cOHTrYPS+hfaJAGD1qMivQulcERCIRQvSB+PvgMW6fzMxMPPjQgwju0Bo/fvKtWd2R+vZ9uCoRqTfSkXnOOkfEyFtL3sKu4/vwz+5D8Ff6SbSIDAZExjVXRBCJAalCgq1f/gS1Wo2uXdnkVj3R43zOJUwemWDW3scff4yKigpMnToVg4f9A6G9o7Dm4zXIuJqBzz/9DJVpxTaz0Tdu3AiRSITnnnsOIV3CwGgY/L3vKAbcz4oR32ApJAG+uHHxuvWH4R4fbuy4KSkp6Nu3L1577TXs2LHD6rN+gWHQKmtA9AzatGmDkSNHYudOU3XqgJBoMDoVNIpKBIZ1gp5Rc0/RADB58mSsXbsW+/fvx/PPP4+5c+di2rRpGDt2LPxbRkFXV4Hs7Gy8+eabmDZtGoYPH25lny0fPnr0KH7++Wd8/vnnWLVqFcLCwvDZZ5/hzBl29klhYSG3ry2kwRHwDQiBvDwb0qBw+Eik0GkUuHr5jNkwcHR0NKRB4Rj+wP344XtrAZCSkoK0tHS8l5iE5D2/oFu3bjaPV1BQgNiHxkOtqMTAwUOQlV8DsYidWSUS+4AwOug0Clw+ewTp6ekYOtQ0VFRSqUDs8MFQyE0Rw2+//RZ79+7F6tWr0b59ewS26YQ1a9chrE0Y5jw1G/LybJvDLXPnzsUjjzyC6dOnwy8wDCAEiR/+F9t++Z5dm00kgjSwDY78vtvmNaBRHyZO5rPPPiNr1qzhXm/dupUsW7as0c+pVCpy/vx5olKpbL5//vx5QgghJ0+eJDKZjIwbN47IZDKz/x544AGrbbb+mzlzJjl69CiZMWMG6dmzJ2EYhjvOqVOnyKFDhwghhOh0OvLcc8+RTp06kaKiogbtN9pHCCF1dXVEJpORX375hRBCSFVVlVm/VCoVkclk5PvvvycqlYp8/PHH5KeffiIymYwMHz6c3Lx5k3z22Wdkw4YNNu1fuXKl2bEZhuHea8i+2tpaUldX12A/hg4dSmQyGdFqteSxxx4j//rXv0hNTQ05ceIEkclkZPbs2UStVtv8rF6vJ8eOHSMymYy0b9+eXL16lXuvsrKS3H///eTw4cOEEEI0Gg3ZuXMnSUpKIt26dSMymYz06tWLaDQaUllZSQgh5OzZs1y/qqurCSGEyGQy0qlTJ7Jr1y5y+fJlu/1ozJ8awtU+XFtbS2QyGenfv7/Vdztw4ECHfHjQoEHk8uXLZNGiRUQmk5Hr169zx8nPzydff/019/rrr78mMpmM7Nu3r0H76/swIYSMGTOG/Pvf/+b6VlVVZfb+2LFjydy5cwkhhPzwww/kypUrnH15eXlkzZo15NSpUzbtf+ihh6yOP2/ePCKTyciVK1fs2qfRaKzssCQpKYnIZDJy5MgRkpiYSIYPH05yc3NJQUEB6d27N+nVq1eDv+fMzEzSq1cvIpPJyIEDB8zemzp1KlmxYgX3+syZMyQpKYk8+OCDXN+USiUpLS0lhJiuBTKZjGzcuJEQQki7du2ITCYj58+fJ3v37rVrhzt8uLHj1veRCRMmOOSr9v7r1asXOXr0KFmzZg1p3749+e6777i2tVotSUpK4q5XaWlppH379uQ///lPg7Zb+vCKFStIz549CSHs9cn4vRhJTEwknTp1IoQQcuzYMe76JZPJSEpKCvn5559Jeno6t61Tp05mfdDr9WbtnT59mshkMrJkyZIG7SsrK2uwH6WlpUQmk5FnnnmGJCcnkwEDBpDDhw+TkpISMnPmTCKTyciZM2fsfr6qqorMmTOHs6W+nStXriQTJkzgXhcWFpLExETu92f8DVZWVhKtVksIYX/rMpmMDBs2jBBCyMKFC4lMJiMnT54kGzdutDoPRhrzYadHQDZu3Ai1Wo1XX2Wnx27duhXp6el47z3rFRRtKaWmkJaWhnbt2sHHxwf5+fno2bMnLl68CJFIhJISdp5yQEAAQkJCEBUVhdLSUvTv39/hVTuNEEKa/JmmQghBSkoKBg4cyJUcVigU+Pvvv9G9e3cEBgaisrISKpUKXbp0QXCw+bTayspK3L59m8vtuFuqq6tRWVmJLl26NEu/jWRlZSE0NJSLqBiRy+XcdwuwizmFhIRY7WePu3l6bE4fzs/Ph1arRYcOHXDp0iX0798fN27cgFarRUFBAbRaLaRSKaKiohAYGIja2lr06tULfn5+Tfpumuu7vHr1KmJiYjj/JITg2LFjCA4ORu/evZGWlobQ0FBIpVK0a2c+HKPVanHlyhWrnKamwjAMUlNTuaHI5up7aWkp6urquGJRRgghuHDhAgYOHAiRSITy8nLI5XKr/ezRnD4MNN2Pa2trkZ2djQEDBiA9PR0dOnRAXV0dSktLUVJSArVaDYlEgnbt2kGr1SIkJATBwcEIDw/npQ8XFhaCEGLmn+np6SguLsbo0aNx8eJFyGQyVFdX2xwGvHz5Mnr06NHk78yStLQ0dO3aFf7+/s3Wd7VajYyMDJu/wYyMDMTExCAoKAhqtRrXrl1Dv3421lKzQbNFQHbs2GGm/tavX0/WrVvX6OccfXrkK9S+e8PZ9t3L0yP1YX7ibfa5w4cbO663fQfOhu/2EeJcGxvzYafPghk+fDhOnTqFqqoqKJVK/P7774iNjXX2YSgUl0F9mCJ0qA9ThIDTZ8FERkZiwYIFmDVrFrRaLR577DH07du38Q9SKDyB+jBF6FAfpggBpwsQgF15MCEhofEdKRSeQn2YInSoD1P4jksEyN1ADLmwlqvC1ketdmwFQndB7bs3nGmf0Y+Ic3OsG4T6sOvxJvvc4cP1j2fPj73pO3AFfLcPcJ6Njfmw02fB3C137txBZmamu82geBjdunWzmjHkKqgPU1xBc/owQP2Y4nzs+TBvBIher4dCoYCvr2+zTf2keC6EEGi1WgQGBnLTml0N9WGKM3GHDwPUjynOozEf5o0AoVAoFAqF4j0IYjVcCoVCoVAongUVIBQKhUKhUJodKkAoFAqFQqE0O1SAUCgUCoVCaXaoAKFQKBQKhdLsUAFCoVAoFAql2aEChEKhUCgUSrPDewHy22+/Ydy4cYiLi8OPP/7oVlvkcjnGjx+PgoICAMDJkyeRkJCAuLg4rF27ltsvIyMDU6ZMwZgxY7B06VLodDqX27Z+/XrEx8cjPj4eK1eu5J19SUlJGDduHOLj4/H111/zzj5XQn3YMfjuwwD1Yz74MZ99GOC/H/PKhwmPKSkpIaNHjybV1dVEoVCQhIQEkpWV5RZbLl26RMaPH0969+5N8vPziVKpJKNGjSK3bt0iWq2WPP300+To0aOEEELi4+PJxYsXCSGEvPXWW+THH390qW0nTpwgTzzxBFGr1USj0ZBZs2aR3377jTf2nTlzhkyfPp1otVqiVCrJ6NGjSUZGBm/scyXUhx2D7z5MCPVjPvgxn32YEP77Md98mNcRkJMnT2Lo0KFo1aoVWrRogTFjxiA5OdkttmzduhVvv/02IiIiAACpqano0KEDYmJiIJFIkJCQgOTkZBQWFkKlUqF///4AgClTprjc5vDwcCxevBh+fn7w9fVF586dkZubyxv7HnjgAXz33XeQSCSorKwEwzCora3ljX2uhPqwY/DdhwHqx3zwYz77MMB/P+abD/NagJSVlSE8PJx7HRERgdLSUrfY8sEHH2Dw4MHca3u2WW4PDw93uc1du3blnCQ3NxcHDhyASCTijX0A4Ovri08++QTx8fEYNmwYr86fK6E+7BhC8GGA+rERd/kxn30YEIYf88mHeS1A9Hq92WJIhBDeLI5kzzZ32pyVlYWnn34aCxcuRExMDO/se/nll3Hq1CkUFxcjNzeXd/a5Aj73h/rw3UH9mD/94aMPA/z3Y774MK8FSFRUFMrLy7nX5eXlXOjN3dizzXJ7RUVFs9ickpKCp556Cq+//jomT57MK/uys7ORkZEBAAgICEBcXBzOnDnDG/tcCfVhx+GzDwPUj/nox3zzEYDffsw3H+a1ABk+fDhOnTqFqqoqKJVK/P7774iNjXW3WQCAfv36IScnB3l5eWAYBnv37kVsbCyio6MhlUqRkpICANi9e7dDNl+6dAkzZ85EQkICxo8fj2eeeQZZWVmYOXMmvvjiC6v9v/rqK/z73/8GAHTv3h0zZsxAQEAANm3ahDFjxiAxMRGZmZlOs+9eKCgowLJly6DRaKDRaHD48GFMnz7dqeePr3iTDwPA9u3bMW3aNIwbNw4PP/ww5syZg8uXLwMAZs6ciQcffBATJ07EhAkT8Oijj2L9+vUAgOLiYjz11FPQ6XT44osvMHHiRLz33ns4e/Ys/ve///HCR6gf88+PXeHD90JxcTFeeOEFrFq1CvHx8byzkW8+LHFqa04mMjISCxYswKxZs6DVavHYY4+hb9++7jYLACCVSpGYmIiXXnoJarUao0aNwtixYwEAq1atwrJlyyCXy9G7d2/MmjWrwbY0Gg3mz5+Pr776Cr179wbAftnPPvssFi5ciKSkJMybN8/sM1u3bsWyZcvM7AkMDAQhBP7+/pDJZFCpVE6x714ZNWoUUlNTMWnSJPj4+CAuLg7x8fEIDQ3lhX2uxFt8GADWrFmDc+fO4eOPP0Z0dDQA4NSpU5g/fz527NgBAFi4cCF3jNraWowbNw7Dhg3DgQMHwDAMfH19ufaefPJJBAcH44033sD+/fvxyCOPuNVHqB/zz4+d7cP3yubNm6FWq5GYmMhtmz59Om9s5J0PO3VODeWuqKmpIT179iRnz57ltun1enLo0CGiVqvJP//5T3Lu3DnuvTNnzpC4uDii1+sJIYR069aNVFZWcu9rtVry/vvvk2effbb5OkHxasrLy2GtARoAACAASURBVEnfvn1JaWmp1Xs7d+4kN27cIDNmzCAHDhzgthcVFZERI0aQ7OxsQgghixYtIl9++aXZZ1NSUkjfvn1JSUmJaztAoVCaHV5HQLyFkJAQvPnmm3jmmWfQpk0bDBw4EEOGDEF8fDz8/Pzw+OOPY/v27Vz295YtW/Cvf/3LLCFo9uzZAIDq6mpIpVKMHj0aH374oVv6Q/E+Ll26hM6dO9scI540aRL398qVK7Fx40bodDrk5eVh3Lhx6NixI/f+N998gz179kAul0Mul2PQoEH4/PPPERkZ2Sz9oFAozQcVIDxhzpw5mDZtGs6dO4dz585h06ZN2LRpE7Zv347HH38c8fHxkMvl0Ol0OH78ON555x2zz3/77bcIDQ3FlStXMG/ePAwZMgRhYWHu6QzF6yCEmL2Wy+V48sknAQB1dXV49NFHAZgPwVRVVWHevHn44osvMH/+fADAU089hblz56Kurg4LFiyAn58fhgwZ0ow9oVAozQWvk1C9hZSUFHz55ZcICgrC6NGjsXDhQuzbtw8ikQgnTpxAZGQkhg8fjv3792PXrl0YM2YMgoODbbbVu3dvvPXWW1i8eDFXqphCcTV9+/ZFTk4OqqurAQBBQUHYvXs3du/ejQkTJkAul1t9JjQ0FOPHj8e5c+es3mvRogVWrlyJc+fO4ZtvvnG1+RQKxQ1QAcIDQkNDsXHjRpw/f57bVl5eDrlcjm7dugFgE/J+++037Nq1i3uytMf48ePRt29fOgRDaTYiIyMxa9YsvPLKKygqKuK2FxYW4sKFCxCLrS81Wq0WJ06csJvMGBISgkWLFuGTTz4RdBEvCoViGxGxjJ1S3MLp06exbt06lJSUQCqVIjg4GC+88ILZtKeEhASEhITghx9+MPts9+7dcerUKYSGhnLbbt68iQkTJmDjxo0YOXJks/WD4t3s2bMHP//8M5RKJe7cuYOQkBCMGzcOTz75JObNm4fCwkIEBwdDJBJBqVRi6NChWLp0Kfz8/LB48WJ07doVc+fONWtz5syZCA8Px5o1a9zUKwqF4gqoAKFQKBQKhdLs0CEYCoVCoVAozQ4VIBQKhUKhUJodKkAoFAqFQqE0O1SAUCgUCoVCaXZ4U4hMr9dDoVDA19eXF8s8U4QNIQRarRaBgYE2p4C6AurDFGfiDh+mUJoT3ggQhUKBzMxMd5tB8TC6detmt2ibs6E+THEFzenDFEpzwhsBYlwFs1u3bvDz87N6Pz09HX369GlusxyG2ndvONs+jUaDzMxMs9VVXQ31Ydfibfa5w4cplOaENwLEGLL28/ODVCq1uY+97XyB2ndvuMK+5hwKoT7serzRPjqcR/FU6MAihUKhUCiUZocKEAqFQqFQKM0OFSAUCoVCoVCaHd7kgDSEVquFWCxGRkaGu02xi0Qicap9/v7+aNeuHU1Aa4B169ahqKhIEKv+eqMPA9SPG+P48eNITEzEzp076TmieB2CECAFBQWIiIiATCbjbUKWQqFAYGCgU9oihKCyshIFBQXo2LGjU9r0RC5evIj8/Hx3m+EQ3ubDAPVjR7h69SouXrwIpVJJBQjF6xDEEIxKpUJISAhvL9zORiQSISwsDCqVyt2m8BohLeTsbT4MUD92BCH5MIXibAQhQADvm4rmbf29GwghgjpPQrLVWXhjn5tClX8rPLT6ezBUiFC8EMEIEArFEqEJEArFEo1ECmnLVtBR/UHxQqgAoQgWKkAoQsc4BCOmfkzxQqgAaSJvvvkmtm7dyr2eOXMmLl++7EaLvBsqQJoO9WH+Qf2Y4o0IYhZMfbZt24YtW7a4pO0nnngC06ZNa3CfqVOnYt26dXj88cdRWFiIqqoq9OvXDwqFwiU2Uewj1AQ+6sMUI8L0YArFOdAISBMZMmQIysrKUFBQgF27dmHixInuNsmroU+OTYf6MP8Qi+ilmOJ9CC4CMm3atEaf8FyJSCTCpEmTsG/fPhw4cACbN292my3ejlBzQKgPU4xwUTzhuTGFcs9Q2X0XTJkyBb/88gvatm2LyMhId5vjtQhVgPAB6sP8wDgEQ5NQKd6IQwIkKSkJ48aNQ3x8PL7++msAwMmTJ5GQkIC4uDisXbuW2zcjIwNTpkzBmDFjsHTpUuh0OtdY7kbatm2Ltm3bYvLkye42heIg1IfNoT7ML6iQpngjjQqQs2fP4vTp09izZw9+/fVXfP/997h27RqWLFmCDRs2YP/+/UhPT8exY8cAsBn2y5cvx8GDB0EIMcu29wQIISgtLUVFRQUefvhhd5vj1TiahEp92Bzqw/yBjsBQvJlGBcgDDzyA7777DhKJBJWVlWAYBrW1tejQoQNiYmIgkUiQkJCA5ORkFBYWQqVSoX///gDYMG9ycrLLO9GcHDx4EBMnTsRrr70GPz8/d5vj1Tg6BEN92Bzqw3yCVSA0AkLxRhxKQvX19cUnn3yCr776CmPHjkVZWRnCw8O59yMiIlBaWmq1PTw8HKWlpc632o2MHTsWY8eOdbcZFDQtB4T6sAnqw/zBGMMTiakAoXgfDs+Cefnll/Hss8/iueeeQ25urtmF33gj0Ov1Nrc3hfT0dGsjJayZfK9T4Gz7NBoNUlJSnNaeM9tyBU21r7a2Fmq12uHPUR9uHFfY50w/9kQfRhvg8qXL8JP4uMgqCoWfNCpAsrOzodFo0LNnTwQEBCAuLg7Jycnw8TH9WMrLyxEREYGoqCiUl5dz2ysqKhAREdEkg/r06QOpVGq2LSMjAwCculS4s3H2UuYA4Ofnh379+jmlrZSUFAwaNMgpbbmCu7EvODgYfn5+Nj+nVqs5IUB92DFc4cOA8/zYE3341/RcqAAMGjgQfr7ml+P6PkyheCKN5oAUFBRg2bJl0Gg00Gg0OHz4MKZPn46cnBzk5eWBYRjs3bsXsbGxiI6OhlQq5Z4Cdu/ejdjYWJd3guJ8Nm/ejCtXrrjbjAZxNAmV+rB3cujQIezfv9/dZjQMHXmheDGNRkBGjRqF1NRUTJo0CT4+PoiLi0N8fDxCQ0Px0ksvQa1WY9SoUdyY8qpVq7Bs2TLI5XL07t0bs2bNcnknKM5n+fLlAIDCwkI3W2IfR4dHqA97J7NnzwbAdx9m/19Mc0AoXohDOSAvvfQSXnrpJbNtw4YNw549e6z27dGjB7Zv3+4c6yiUBmhKfgb1YQqfobNgKN6I4Eqx84Hk5GR88cUX0Ol0IIRg4sSJ8Pf3x5EjR6zKWr/11lvo2bMngoKCkJiYiLZt2wIAGIaBRqPBwoULaS2Ge4BeuO8enU6HTZs2Yc+ePRCJRNDpdJgyZQrmz5+Pt956C6dPn0ZISAj0ej38/f3x/vvvo0ePHigoKMDYsWPRuXNnAIBer4dCocCkSZPw8ssvu7lXwsI4jEj9mOKNUAHSREpLS/HRRx9hx44daN26NRQKBWbOnIm5c+fi0qVLqKysRFhYGABAqVTiyJEjWLhwIY4cOYIHH3wQiYmJXFuHDh3C8uXLqQC5B+iF++559913UVFRgS1btqBly5YoLS3FwoULERwcDICdNTRlyhQArK8uW7aMiwxFRERg9+7dXFulpaUYM2YM4uPjOWFCcQCD/1IvpngjdC2YJlJdXQ2tVguVSgWAndWQmJiITp064eGHHzZLejt06BCGDh2K1q1b22yrsLAQISEhzWK3J+JoEirFmpKSEuzZsweJiYlo2bIlACAoKAjLly9HmzZtrPa/c+eOze1GysvLQQjh9SwfPkIjIBRvRnARkMqi86goPOeStttE/wNhssEN7tOjRw889NBDePjhh9GzZ08MGTIECQkJaN++PaZOnYrVq1dj5syZAIBdu3Zhzpw53Gf//PNPTJw4EXK5HCqVCiNGjMCGDRtc0hdvQKiL0Z0sqMSJgkqXtD2iXRiGtwtrdL/U1FR07tzZSgB37twZnTt3xpEjR/DJJ5/g22+/hVKpRFFRETZu3MjtV1ZWhokTJ0KtVqO6uhr3338/1q9fj6ioKKf3iUKheCaCEyB84N1338Xzzz+P48eP4/jx43j88cfx3//+FwkJCaiurkZ+fj78/f2Rm5uL4cOHc58zDsHI5XLMmzcP9913Hzp27OjGnggboQoQvlD/3CUnJ+PTTz8FwNbt6Nq1q9kQzIULF/DMM89g9+7dEIlE3BCMXq9HYmIisrOzMWLECLf0Q8gQAhC93t1mUChuQXACJEw2uNEohSs5evQo6urqMG7cOEydOhVTp07F1q1bsXv3bkyYMAGTJk3C3r174e/vj4kTJ0Isth7lCgoKwkcffYSEhAQMGzYMAwYMcENPPAMhCpDhDkYpXEmfPn2QnZ0NuVyOoKAgjB07FiNHjkR1dbXNaccDBw5E+/btceXKFfTp04fbLhaLsXDhQkyaNAmbN2/Gs88+25zdED7Cc18KxWnQHJAm4u/vj9WrV6OgoAAA+xSekZGB7t27AwAmT56MP/74A8nJydzToy1iYmIwY8YMfPDBBzSX4S6h5+3ukclkmDBhAhYtWsSWAwc7K+bo0aM2RXNhYSEKCgrQo0cPq/ckEgkWLlyIDRs2mFWRpTQO68LUjyneCRUgTWTo0KF48cUX8dxzz2HMmDEYO3YsfHx8uCe/tm3bonXr1mjRogXatWvXYFvz589HQUEBfvvtt+Yw3WGEcmOnQzD3xjvvvIOBAwdi1qxZSEhIwKRJk3DlyhVs2rQJAPDJJ59g4sSJmDJlCubNm4dFixbhvvvus9lWbGwsBgwYgKSkpGbsgSdAIJCfG4XidAQ3BMMHJk+ejMmTJ5ttq7+Il2UtEIBd1t0yIhIcHIzTp0+7xsh7gAoQ70AsFmPu3LmYO3cuAPO1YOpPF7ekXbt2+PPPP622f/XVV64x1KMRgUZAKN4KjYBQrKAChEJpHtgRGGH83igUZ0MFCMUKoQgQQJhJqBSKGcL5uVEoToUKEIoVQhEgQrGTQrEHoeqD4sUIRoB4283Gnf0V0rkWUgRESOfVWXhjn5sEoSKE4r0IQoD4+/vj9u3bXnMxI4SgsrIS/v7+bju+EBBSDoi3+TDgfj8WAnQWLsWbEcQsmLq6OlRWVnL1CviIRqOBn5+f09rz9/dvdBqvqxDKTVJIAsTHxwf5+fle5cOAe/1YOAjj90ahOBtBCJAnnngCY8aMwerVq91til1SUlLQr18/d5tB4Snvv/8+8vPzkZyc7G5T7EJ92E0IRPBTKM5GEEMwSqUSarXa3WZ4DUKKgAgFpVLJraBMoRgRjgdTKM5HEAJEJBIJ6mZDaR6ENARDfZhiE+oSFC+GChCKFUI510ISIBSKLQiIYH5vFIqzEYwA8UTKy8uxc+dOd5thhVAuiEISIJ4qovV6Pb777js6RHpPeJ5fUCiOIBgB4okX79mzZ+PFF19EZWWlu00xQ0jnmgoQ97Jnzx689dZbWLNmjbtNESQEIqo/KF6LIASIWCz2yIt3UVERAHYZdD4hlHMtFDsBz/Vh47Ti6upqN1siZDzPLygURxCEAPHUp0e+Pr0L5VzTIRj3I5Tzz2s8zy0oFIegAsSN8LVPfLXLFkK5AVIfptiCGP5HoXgjghAggGdf6Ph2ExXKuRZaBMST8fT+uQxh/NQoFJcgCAFCL24UewjFNzw1AkK5R0Q0CZXivQhGgNCLd/MhlHMtFDuNCM1eR/DEPjUn7Pmj55DinVABQrFCKOdaKHYCwonUUNyAgPyYQnEmghEgFIolQssBEZJgchShnH++4nkeQaE4jmAEiCdevPnaJ77aZQuh3ACpD1PsQs8hxUuhAoQH8K1vfLPHHkKxExCOULpbPL1/FArF+TgkQNavX4/4+HjEx8dj5cqVAICTJ08iISEBcXFxWLt2LbdvRkYGpkyZgjFjxmDp0qVOqfLp6Rc3vt1I+WaPPZoyBMMHHxbKeW0Kntin5oSePYo306gAOXnyJI4fP46dO3di165duHLlCvbu3YslS5Zgw4YN2L9/P9LT03Hs2DEAwJtvvonly5fj4MGDIIRg69at92ykp128NRoNCgsLudd86xvf7LGHowKE+rBryM3NdbcJHoCIFiKjeC2NCpDw8HAsXrwYfn5+8PX1RefOnZGbm4sOHTogJiYGEokECQkJSE5ORmFhIVQqFfr37w8AmDJlCpKTk51iqCddvBcvXowHHngAcrkcALuiKJ8Qyrl2VIDwwYeZboMQPW76PbfDF06cOIERI0Zg+/bt7jZF4BAaBqF4LY0KkK5du3IX49zcXBw4cAAikQjh4eHcPhERESgtLUVZWZnZ9vDwcJSWlt6zkZ729Hjo0CEAgEqlcrMlwscRAcIHHyat2iCwXcd7bocvZGZmAgAuXbrkZkuEjghUgVC8FYmjO2ZlZWH+/PlYuHAhfHx8zMKvxidRvV5vdkO4m2mS6enpVtu0Wi0AICUlpUltNTeO2meZU5CamoqSkhJXmGSGo/ZVVlY2+TPOoKnHUqlUqKqqcvhzbvVhjQaAyGN8+NatW2avKyoqmqVvd3MMvvswCSS89wsKxRU4JEBSUlLw8ssvY8mSJYiPj8fZs2dRXl7OvV9eXo6IiAhERUWZba+oqEBERESTDOrTpw+kUqnZNn9/fxBCMGjQoCa11ZykpKQ4bJ9EYn7a+/Tpg5iYGFeYxdEU+4qLi7m/m+ucN8U+I1KpFGFhYTY/p1arzYSAu33YN60AKi3jMT6cmppq9jo8PNzlfbsbHwF47sMXs6GDyCEfplA8jUaHYIqLi/HCCy9g1apViI+PBwD069cPOTk5yMvLA8Mw2Lt3L2JjYxEdHQ2pVMqp+d27dyM2NvaejfS0IRjLvvCtb3yzxx6ORif44cMAG273DITiI3yH1PuXQvE2Go2AbN68GWq1GomJidy26dOnIzExES+99BLUajVGjRqFsWPHAgBWrVqFZcuWQS6Xo3fv3pg1a9Y9G+lpAsQSmoR6dzhqJx98GASepD8ozoIuBUPxYhoVIMuWLcOyZctsvrdnzx6rbT169HB6ZrynCxBP7purcSQCwgsfhmfWs/H036bLEdEkVIr3IphKqJ4EHYJxDkKxk8WzQiDCOvcUCoWPCEKAAJ59weNb3/hmjz2EtBgdAGMiiEciqO+BRxBC6FowFK9FEALE08K8royA3Lx5E9HR0Th37txdtyGUcy0kAcLmoArDVkcw+oirfCU6OpormX+vCMWfKRRvQzACxJNx5gXyr7/+AgD8+uuvTmuTrwhJgLAIydam4YrvISkpySnt8C3Juz5UGlG8GcEIEE9+inFF3+7lhiCkcy0oASIgUx0hMDKaO/989hk+20YroVK8GSpAeADf+sY3e+whFDsBdskxkQcpkNu+QRj138/QbsTD7jalUXjtJyKaAkLxXqgA4QHN3bfk5GRER0ejpqaGF/bcLYIbghGSrY2g9PUHAAS37wyg+SNRFRUViI6OxpEjRxrdl89DMCzC+L1RKM5GMALEk2nuIZhPP/0UAHDjxo1ms8dVCMU3PKwQqktxxP+MpeA3b97slPbcBi1ERvFiBCNAeH0RuUec2TdntCWUcy28CIggfm5uh2EYp7bHZ3/mr2UUiusRxBXR0wSIZV+cGSI2tk2TUPmFCJ4VALH0EWd+D84eMuG/P/PdPgrFNQhGgFAcoykChP8X5oYRnP0e6MfGHjnzu2hKBMSR4wrOTygUL0EwAsSTLyLNnQPSmDgRyrkWip2A5xUicyWOfK9NeSjhvZ/w3DwKxVVQAeIGXFkJ1ZPOU2MILgfEg3Hm9+DsHBA+z4Ih9f6lULwNKkB4AN/6xjd77CEkAcKuhiuIn5vb8b4cEArFOxHEFdHTBYgrntBoEioPEZCpTYUmod4DfLePQnERghEgngTfh2B4f8E2IBQ7AaP28Bw/Np57sY8E3SbPBCP2cVrbzhYgfB6C8SSfoFCaisTdBjiCp0dA+NY3vtljDyENwQCeJ6QBoO2QUfDxk0JeZLuo3d3QFMEgFF+1i+e5BIXiMIKJgAj+QlMPT4uA7N69G7t27brn4zYVIQkQT50FI/IxPMM4MQLijkJk6enpWL16tVOP6wiec1WjUJoOjYDwAKGvhvv8888DACZNmnTXx7xbhCJADFmo7rbC6biiS02JgDjy/TvS3rhx48AwDF577TU3+JTnXtsolIYQRASE4jjelAMiJEQg8Ox4u/N8xtlDMI7sY4y6NH++iIjqD4rXIggB4mkREFeWYjdyL4XIhIKwhmBEEImFYasjWP4am3sWjKsKkTl7+Kdx6Gp0FO+FChAe0Nw5II3tI5RzLSQBwiIkW5uGM33GEQHSlOM1ReA3dwREGL80CsU1CEaAeDJ8ywFZtGiREy1xHUIRSizEo/SHyIWn3hlRiG3btnF/u0qsOAcPcgoKpYkIRoAI62bTNPi2Fszly5edbY7LEIo49bRKqMTitDvze3DGWjCvvvpqk9oz4o6aIa4UcxQKnxHEFdHTBAhfpuEK/ZwKyX5hyKQmwJ175/es+fMwTLhDgBA6EEPxUgQjQDwJdyehuvK4zYnQckBEYkH83BzCSvs1cw6Iq9prbvHj6XOjKJSGEMQVUSwWC+ppt6nQCMjdISQBIhQ7+YA7CpHdzb4UCuXeEEQhMkD4T+vNDY2A8AtjJVQh2Jx3uw4BEjEiAv3dcnxnCYbAqHYQ+0h4Pg2XQvFeBBEB4fsF+15p7giI8Xy+8847SEpKctqx3YFQfEMkEk4u039PXMPSY1cd2tcVw0qOiABGT9B98iycvpiKOXPm2Nxn1PsbMfKddbyehsuWkuW/T1AorkAwAkQIF+67pTn7tmDBApw7dw4AcPXqVaxcuRIAkJubi+joaBw+fLjZbLlXhOQTxtVwhWSzu2hMBBw8eBCvfbgancdNQ5+ZL+D333/n3ouOjraaRs73WTBUf1C8FSpA3IArk1CNbduLDGzdutXm9gsXLgAAdu7c6TRbmgOhREAAQCT2JD9m+0FccMNu7PewZcsWLvIilvhavf/DDz+Yvea9AKFQvBSHBIhcLsf48eNRUFAAADh58iQSEhIQFxeHtWvXcvtlZGRgypQpGDNmDJYuXQqdTucUI/l2k6moqIBSqXRae868Kd3tGLYQb4xNzadwtx/zKQKiUChQVVXlvAabsRR7/XNoPGxD55X/AoQfPkGhNDeNCpDLly/j//2//4fc3FwAgEqlwpIlS7Bhwwbs378f6enpOHbsGADgzTffxPLly3Hw4EEQQuw+bTcVPkVACCHo168fZs+e7dQ2nYXxAtpU0dZY5ISPNEWAuNuPRWDzJfjixyNHjsT9999/1593ZT8aEwF6vb5JUUQ+J6ES7h8KxftoVIBs3boVb7/9NiIiIgAAqamp6NChA2JiYiCRSJCQkIDk5GQUFhZCpVKhf//+AIApU6YgOTnZKUbySYBkZ2cDAE6cOAGtVovy8vJ7btMVAuTbb7/lbPVkHBUg7vZjo518CPETQlBaWsq9Li4uvuu2XJ2EeuTIEav39Xq91ffekHDgdwRERAuBULyWRq8eH3zwAQYPHsy9LisrQ3h4OPc6IiICpaWlVtvDw8PNLnL3Ap+eynNycgAAkZGReP3119G/f39otdp7atMVAkQul2PChAlusaG5aIrN7vZjowfreXCe6+rquL+PHj2KwYMH4+DBg/fWqIsKkc2YMcOhzzQkQHg9CwagERCK19LkOiCWTx/GMLi97U0lPT3dalttbS0IIUhJSWlye84mMzMTAKBUKrFr1y4AwPnz5+Hn5+ewfZYXyxs3biAsLMwp9hUWFnJ/19bWmtlkz76UlBRuaMIyL6Ap5/xev5+mfl6v16OkpOSujutKP7blw3dqa4FQ4MKFiwjwlzbZXmeiUCi4v/ft2wcASE5OxowZMwznku1vQ+e1pqYGMOk0KJVKp/0+r1+/bvba0oerq6th+eyUkpKCgIAAm+1duXLFrM8NkZaWhtu3bzfNYDu2OgLDMNDfxecoFE+gyQIkKirKbNihvLwcERERVtsrKiq4cHdT6NOnD6RS8wt0q1atUFtbi0GDBjW5PWdTUlICgL0xGYVEv379kJGR4bB9YouwdadOnZzWt/pTEn18fLh2U1JS7B5j0KBBuHnzJgAgNDTU6j1HuZc+NGRfQ7Rt29bm59RqtU0hYMSVfmzLh3dl5KMOQP/+/REU2KJJ7Tmb+iKzTZs2AICYmBgAhu9w/wXT33bYnZaNunqvAwICnObDtbW1Zq8tfbhly5YgFXfM9unbty+CgoJsttejRw/07t3boWP37NkTPXr0uAur786HfS7dggi2z3VjPkyhCJ0mD+D269cPOTk5yMvLA8Mw2Lt3L2JjYxEd/f/bO/PwKKrs7397yb4SkgAJYUnYCaCAQGAgwCAgAQSNiorIoMLPhVEc8UVAxA0BERAZYVRwXEBEBkFQEJBVErawBgIEyE5IOnvSe1Xf949KVW/VSXeS7nSb+3keHlLV1VWnum7V/dY5554bDR8fH0HJ7969GyNGjGhyg5sbXnSYhl0am7jmjBAMYC107LHBncJd9dGYqqKubse8mQbS/Dkgpm2E9ww40lYA50YNHBkFw8MwjM370J2TUAGaAkJpuTgsQHx8fLB8+XLMnTsXEyZMQGxsLMaPHw8AWLVqFT766COMHz8eKpUKM2bMaBIj3SkJlX846nQ6q3X24ozZcAkhOH78uJkwakjn3BgB0hxFzBpqr6vbsaS2m3GHHBDTTrampgYAIJc76AxtovOwbPuXLl1CSUlJnd8xu99MknttiQdHRIXLKwN7kOCnUJoau586hw8fFv5OSEjAL7/8YrVNjx49sGPHjqaxzAR3EiB8TQjTh6A7eEAOHjxoVZK6IR4QRzhx4oSZAJgxY4ZZDoqzaYjNzdWOhSRUQ/O3Y9O6JtXVXCjDUQHSFCL6z7wSfHMlFytHx6OVrzcAYMKECQ4fG6jNpbDxIlDX/ZmdnY1Tp04Jy3xOjKsgBE2awEuheBIe96LC5wAAIABJREFUMRmdOwkQsYeZO3hA+NwUUxx1qwOOeRSmTZvm8P6bEk+Y2M0Id43dwQMiFoJxXIA03o5TBVwuSpFSKwgQ+44tLkBsCY267s+kpCQuoba5oFPBUFowHlGKvSEdqbMQe5g11gPSFEP/ZDKZ1Tp3+t2chacIEN5OdxDSTRGCcYaIbtCxa/+uKwRT1/3VrOKDQmnheEQPxQ+PdCXFxcWYM2eO1fA9sYecO4RgxDqQpvCANFeHWVVVhStXrtS7necIEO5/lnVdOzYYDJg/f77VSArTEAwvQMQEbF00Rauw3Ie9bc3M81X7P8MwDQrBOBNCCFJSUuo5L89ovxSKM/AYAeIKCCH473//i7KyMqxcuRJ79+4Van3wiM0L0tgQTFMgJjaawgPSXALkmWeewfjx420ev7k6lYbiyiTUgwcPIj09Hffu3cPWrVutpg1oihCM1Xk04ryM+TH23UcGg8GqAiufAxLe6374tY602r452L59Ox577DHs3LnT5jasgQWNwVBaKh4jQFzREV69ehWLFi3Ca6+9ZnNYqjNCME1xbo0NwbhbR3/u3Lk6j79w4UIA7lHa3B74VkRcMAx31aEzeGHZWpvXlGEYDJy7BGHd4sF6+WDwG8ugl1nPKusITdGG7W1rhBBAwrXtiN790e+514UQzKB572HE+xvNtmeY5mnDOTk5AIDc3FzRz1NSUqBWqVFJw0CUFopHJKECrnkT12g0ALhCTXyBJnvmnPgrCRCx8/Xyalzn1BgYhhF9O9+2bZvwuScgzNrqgmN1SHzIbNmyHdToWUT2fQChnbvj3qk/0Lp7H+SpFbCvVBeHM87DXjFJpFLIfXyF5egho8ySUGUW7ZV1U5F66tx5tOoyFBVZN5vbFAqlWfAIAeLKEAx/vLo6ZEsa+xbuDgLEFrZsc1VoxtZvyx/fHZI67UEIwbhwGK5NLx7fhqUSSLy4iq1SA2P2HXv3LSw3gSSx9z4Kf+ZfiPQxL7teZw5IMwmQ+p5bZa2iAAChnbu5whwKxe2gIZh6jucMAeLIVOL2IiZA7BVuo0aNcuh8ATR6Aj57seXhkJgkH3oCxkqormvH9XXIEkgg8a4VIGytALFz31bbOXhaCpUWWsbcPns9iVIf6zlfxj/0EO7eFZ/VV9/M+UK2nl00/ZTS0qECxAR7ypE3dwhGpVLh9ddfr52Qy4iYzfZ6QG7evGnTBludmFqttmvfjaU+geEpAoTHlUJar9fDP6IdZF7mNTb0fE6EBPDyD+D+rr3O9jporM/DsfNaePQqcqpUtcfkvtuY+yi4Yxec+POEsOwf2U74m63jpHokz8KEL/cgKKZzg4/dcKgEobRsPEaAuIKGhmBcKUB++OEH/Pjjj1i7dm29NjgSgnF0CCOfL+Ns6vMOeV4SqusEiFLHYOSyLxCd9KTZeka4phLIar0JDHHMPss+3ZHTsjwGW7toei0DozogOmG03fsctvATVMiMnpG/vW28P+oKwcSOmwoAGL5kHSZ8ucfu4zUFHjKCnEJxGh6TA+JqDwj/MHRFCMaRc+NDLZYhEDG7HKntwHs07Bn1A7hOgNTn4fCU4bjNEYJR6bnfLqBzd7P1DN+2pcZrzYITEduu5du380Z0noxFLRRi4QHxDYvAiHf/DQAoSD0Me1HJjYmpcl/jjMOMA/dnp79Ptlp3trAcVVo9/t7JsVmR6ys+J/GQ/CUKxVlQAWKCmNfDFR4QR+BHpFh2zGK/jyOeI74glb35KaZTujuT+mY49RgB0gxJqEIbsbimggdEIjVWEgWgJ8DxvLonguOxLgNi/3lpTCZyBADWpJopAPR+co7xQwfasN6GCY7Mkttr2gtW6764kAUADguQ+qAeEEpLhwoQE0y9Ho7kRLAs26gwkSMeFH5IalN7QPhJySxtEdtvenq6yyadq09geEwIxkUeEMbk9xJyPawEiDEJlc/dYIljWRyNyQDRWbRdyxwQYnIOstokWbv2a6MpiGm+nJwcjxlBRaH8VaE5ICbwD0BTAWKZR9HYSqh5eXlW2zvyIOQ9IDqdrt4ZeUNCQuzeL18R0yo+b7Hf9PR0jBs3Dm+99Zbd+waAI0eOCIWZ7MHeUS6ekoTqqhwQrc7YuetYcQGi50MgpiEYIoG9rZgQgkuXLjXYRo3OQjxb5ICwjNFDIvPxtfv+YiXijzOxEMzQoUMxbNgwu/bLc+3aNZw+fdru7et7blEHCKWl4xECBHBN8p5pZ+ZIZVBHwgBi0303JAdk165diImJEdY31hNgywNiaRs/666jIZjp06dj+PDhDttV32/rMSEYiWtKsetM2rBWz/9tISqFayyBRMZ51AwSid0jYPR6faPiB1oLD0hZGTeii7+WBpMQjdzHz+5rbFOANNH8O2PHj0fy4487/D3bw3CpBKG0bGgIxgRegEilUuF4lh2yWEfvSOfftm1bq3WOnJuth7E9ybEXL160uV9bOSCW+21MVdSGiIW/igDhcXYrNooOowfE8poKSagSQForQFjCJaLaA8Mw1pMWOmKjhQdEUVoKIFa4lqzeKECCYzqjsFqFmFbBAIDq2nYqBiuVQSzoaFkkraHPkuHvfIbAdjH1b2iC5bw05tAQEKVl4xEeEFdNK88LEFPBY9nBibn8HekEfX19rdY58kC0VQDM0oagoCCrdVu3brW5X16A1JcD0pCHd2PE419lFIy0nhERTYVp56638eYveAQkUkhrc4oMsN8DotPpRDwg9r/N6yyuqYy3wWCAb1gEWnfvI3zW/8W38P6p2/j9ThEA4E627TAekYm/TzGs+Ylptdo67TO9BxQq47aOiA8DIbjeYyRGLd+EmsDWotvQJFRKS8cjBIjpsFhnIhaCMRgMUKvVGDlyJFJSUuzyNOzfvx9jxowR3VZMQDhybrY6ZNNjPfjgg0hISLDatls32yWfbYVgLJcbUoCsvge+GPwb9l8lCZWHbaJwAAAo9QwySqrM1ulZEw+IRRLq3Llz8dlnnxkroUoAidwkBGOx/4EDB+LOnTtWx2UYxip80JgkVALjtR69YjOCojtafedGGSeQmTpUkk9MF9H1ljkg9bVh0za36lTD5mmZs++CoDA0PoHiG1EHCKWF4zECxBXwDx5TjwvLssjKykJmZibefvttu2bDnTt3LjIyMkQfdGICoik8IKb7kMvlkMvlVrbW5U2w5QFpLgHCU58A8ZQkVD7fsyk9IJ+evYXVZ25BZyJqdCYhGD3fWdcec+fOnVi+fLlRgEhlkNbOgivmASksLMSWLVusjqvX680SWB3FNEwEGEfu1CUm+dwZbQOuN2vxmws1b2x4Vk3bXI2+aT1sR3MUWHj0Kt49kUFdIJQWj8cIEFfkgPCdu+nxGIYRBIler7crBMMvi23b2DlULL9PCMH8+fPNKqPKZDJIpVKr49d17Ly8PAD1h2DcTYB4SghGqAPShO04q4IrZc6HWsrUOpwuNuZICHOgWOWAGJf5EAwr8xIdBSM2EzGXA2L+6CCO1OuwbJcsi+9++BHPv/q6ze9kVaigNgBqneP3j0UERmjDUrl4PpPpPdAInWUCZ0BulQpbruZBodIiv1rt0G9GofwVoQLEBLFhuAaDQehAGYYR7fB27Nhhtsx3/GIdvpgo2b59u902Wn7/0KFD2Lp1K0pKjAWkeA+IPfkr9e2/uT0gtmy2lSTstjjBA8Kjr/0NPjh5HSklxutjFBq2RsEAktpRVWVavZWnABCvJcO1a/POMz8/3+5zs/SApKSmYm+1HL1e+1BYRyzbHcPi5zKTsJIDWM4FIwgQizlyhO1N7hupiEhw9BryeyhVmRdgo2VIKC0djxEgrsDUA8LDsqzwwLI15bfl0Fr+AaazqPhoegxTHKmpYPn9mTNnWm0jl8shlUqtBIiYPZY0RoD07NlTdD31gDg3CVVvICCEoFrHWK2vPSh+u1WI+154A4B5h+wVEAQACIiMQmGJ9dBqmx4QC9eARCLF9evX7bPX4ppJ+w1HcHvzyeAMeuu2WsVKrMSLPVi2EKMAEfeA1CdA6spDKVZqhYRZHv6aKy1sFxN8FEpLwiMESEFBAcrKyvD777879TimDx7TUTCmAqSuDu/WrVtYv369sGyvB8QR7AnhyOVyyGSyBnlA+FAMj70CZPjw4cjIyMD+/futPmvIvDH1JaHaW6jMXeC7sRUrV9rcpkytw5m7jpe417MGFCmtRZ6QfEmAn28WImpQIgBzD4jcxxc197j5XzKJv9n3J3y5Bzp/rpjdoaxi/DvtNnc8EQ9IdMIoUbEihs4OEcGKCBAAKKhfQ1thGfZSq9VoFdfTvOQ7gLt/7AYAfL5hg7BOJvLuo6sjkXjt2UzsuG5eJZj35igt8klcOS8QheKOeIQAuXLlCgDHQhUNwXQYrlCVkWXxyiuvALCdA8J/lpycjI8++shsndh2dfHNN9/gzTfftPm5Xq+HTCbDhx9+aHMbmUwGuVyO0tJSqNVqVFZW4sSJE3Z5IjIzM82W7ckB8fb2RmhoKADgueees/q8KUIwarUazzzzjJW3yFM8ILxgusvYLo+/8tRNfHkxu843bJ5ipVHU/Xb7ntlwUR49308S8w5TKTV/8y++dBaVObdQLjcXIABQExwBAPgxIx8XiyoB1F4TEc/APRXXti9evIhJkybZFKuWHhAxDDa8dRdZaxvrg7H4OTUaDRIWrETb/kPN1vfr2xcAsGHjRuE+FfOAqOsQUCqRpFX+11daeKhcOC0QheKWeIQA4ePQTRXvLykpQXR0NH7++Wez9aYChIdlWVRUVADgOn9bNlRVVUGhUJitszcEY8rChQtFRx6Y2ujl5QVvb/H4NcB5QIYNGwaNRoMjR45gyJAh+Pjjj7Fp06Y6jy2GPQLks88+q3PemaYIwZw9exaHDx/GkiVL6rTPXeH7mt5Pzra5Tamaay91vWHz3DPxeJy+Ww6tyHdy/cK5Y1sIkLygKLNlA6tHVZ71cFsAkBPr/er1etGw6JVKzqa3334b58+fF14crL5fm8cRxdouKmZgGpesbbYvG0molgT6+wHgRgfxXjux4K9aa9sNI7a9KpgrRlattShBb3MvFErLoEUKEP4t/9tvvzVbX18hMpVKBaVSCX9/67ew77//3mqdXq/HkSNHUFVlrNXQFCEYuVxeZ0VSuVyOfv36AeDO0fT4jmKZsyD28I6NjRUtFrdhwwZ88sknZgJEoVDg5MmT9R7XMgTDX7OwsDAzuzxFgNQYjF2TZS6AJfYIEEvBca6w3Gobg5S7byRSoziMGTHeajvCMGBtiEQpIUhPTzduS4hND8iFGu6a2JqxmYf3gPSQ2+7IDax99wmjqT8pmiXAkuPXsDezEACgsiFAZLV5LcEd4gQBohH5XWrUGuzdu1f8eSTyu+gCW0GtZ1FcXmFuV61cyT68t95zoFD+iniEAOEfZE2VwFffRHMSicRYFtqkg2NZFsXFxaLl1P/44w+rdbm5uZg+fTpee+01YZ29lUxtbccwDORyeZ2JuTKZDIGBXPGjEydO2NzOHliWRUFBgfCbmQqQMWPGIDU1Fb169RL1gHzwwQdYvXo1bt40FnOaOXMmHn/8cahUKqvtn3rqKYwaNcpsHX9NCgsLBXtM8ZRRMKbX87sruXVua48A0THm26Tdq7CxpXGkCwB0fvBhq88NLANWK56noyME48aNE5b1BlLrARF/dNTomPoFSK0HxM/XF4yN44oloYpxZIF5yC9z7zbrfQEorNFgd60AUWpsiK3aeyrh/61AjYpr5+UVlVbb7d67F3PmzBENCWtsiBsNy6JabX6uleFcwbVrP/xH9DsUyl8djxAgfKfXVALEIFSCNO/E+ZAJIQSVldyDZ82aNWbbZGZmigoQMYqKuGz4W7duCetsPZQtwzV8ZVJL9Ho9vL2963zzl8vlggBpLJcvX8agQYMEb5GpAPH29kaHDh0AiA/X5HnvvfcAcIKPHylx9epVq+2OHTtmJlYA47Xir8fVq1fNOnNPSUJtVWpM7q00ccVfKqrEmjOZUInM4VIXGgfO23TkSGDb9lafszodGJ24EGCI+T2iZQ21HhDxY807dFkQIDU25m3hC48F+Pni0LynRUWIaQim7Ga61ecAoCy+C0ZjLmTVinvGffAvESbG5lapcNs3QnR/MpPngaKG26+Y0C+v4WaONvUMCccXEdYAsPR4BjSMZ4hlCsVVeIwACQnyabK3XSG+a/Jwqaqqwrp16wBwb9mmdTVMMRgM6NWtHcLD/BEU4I2gQB8A3NvTsndfhZfc+JMuXboUAMzyNSw9G1FRUWY28aSnpyM6OhqnTp0yW6/X6+HlJQcMGrMEuZ5dwhHg74WQIB+EBhL4+flBIgF8feTcpGMSCby9jCIhJMgH3t4yxHZohcQhneDnKxfOAwBkten/vFA4c+YMAOsQjIHVQ6MqQUQrqfBb2CI0NBStWrUCANy4caPObXleeuklzJo1C+XlXIjh3r17Zg9+T/GAaNUqIcxh2tGtT7uNayXV+Py8MQejSle3uNh98y5S80vtPrbcx3r+IVP0qhqbIZi0y5fNlnUsW6cHBDAO3a2urkbv3r2xatUq8+PVenj8/Xxh0OtE8z1YE9FkEBFkKR+9gRNL54KYfFZ06Qz8fIxtMP/kQc5mEwHyUcoNlARbv0D8rX1rIQQDACVKDUrVOhjUSqttq2s9KI7MCK1iWGgYBor0NNz8xXaOF4XSkvCI2XBHDO6A12cPxYGT5di4cSPkcjmef/55GFg9JNK6wxFisOocfLN2Kg4cuw2DgYVUKsPatZ9gwuiuGD+qK3YfUSLQV4850wfi2x0XMTKhMx5+qD9SzlxH+o1iTE70weTEKSgqqUGb8EDkFlQiqk0Q5HIF/vflNBxNzcLp8/k4eY576w0N8cXOn75DfkEBGIaBr48cvbpFoKpGi7mzBuB/v3pZeUBOHD+Gh0Z1xccrV+B/O3/GqT9/RbeeAyGDCqsWDkOAfzr+99UTOHD0Nsqr1HhqCpfBz9lUifMH38TuzU8BAG5ll0Gp0qFfr7a4cbsE0e2CEehvO4n1p71XMenB7riQXohLd9SQy6TwqX2wS4gO770xCifP5WFyYgAu/LEQAPDgICAiYCjWbT4NQggkEgm6dA5D99hwhIf5Y0DfKGz68TruKbgH+nfffYennnrKLAz2xv8NQ1iIL96aPxvBgV6IDA+FRCLBhXN/oqpGiwdHxEGrY1BVWYGoduHo2jEAffsPcejaNxdqtVqYd6WysgKvv/46Vq9eLXx+o9ToLVhz5ha+nNBfdD8qPYO9t+6JfgYAWQd3oVXX3gjt1FVY5xPSSnRbVq+DzMsbjEoJqQ0PlldAEGLHPSIsL3jvQ4wbMhDhve+3aQPvASm4exc9Zr+FbYf34I03ONHp5eUFjU4H+AGhwdwMt961tUhMMRUlxGAtQJTFhTDodWa1Z3YvmIM5764QEn71Ku43VeqM3xcbYbR4WA90CPbDv7ON3re7aj0WHEmHb5toKK5eQITJ+ZZUct7J3bt3Y+XKlQgMDEROpQp3dYBXUIjZvi9tXo1+s7gKryUVVdAra6AqKjTbJijI+vwplJaARwiQ12dzw+XGDmuFIymHsHnbecx89imkn1gOuXcAWrXpB7l3ALQqBdrFjgUhDO7ePoCwtv1hYDUIjYwHMbAoLTyPiuJ0BEjz4Bfihycmx+PCoQUAgKQhAIY8AAB49ZlQANEAgC6dwtA9jhtNkJzUG8lJvQW72oRzYY4O0eYPnZEJnTEyoTNyCyoRGuyD4CBfAJfRMQT4bk8Jtm983Gz7N+YMw6U/N2DE+FeEdQFepXhxxgPYdywfZSV58FIdxf7//YZ+XWUI8Oce8DKpFA+N7mq2L94mU7p0ChP+5s+lukaPoEDxRNbHJnLnmDAgBlezCrHzq2k4dVWGLRtfwoI53QEA9/VuZ/W9+3q3w+ZPpkBZrcB/v92OV2YORmwHY+f39JQuePODAwCArNs3kHZwETr1moSA0E6A7i5GDOZi4vE9gOQHp5rt+05uubAvVc0RPDftfgyIb42QSNsT7LkTarVa6OTvsXJklGlxJq/Y5vZ61oDUgjJ0DQvArXIlhrVvDalEgjsV4i5+noztm9D/xbeAWgGSdegXdB4z2Wq7wJx0lIREQRYaBr2qBn3uFxc80YNHAoNHGlcMn4LfAfiHix9fKgEgk8E3LAJZeQUIG5OIsK69AACjR48GAMxcxnkaY9qIh0IAixBM5lVE9Da3j88ROXToEF747TwAzqNZXlaK0NptGDX3W6kNBLZTtoHoIF9IJBIzD8gVlfFvy6qsxWXGfJuX5i/Aq0vex8YLWbCMS53+ZJFZkmxAmyiU3riMgFrhJWx3+nQd1lEof108IgSzedt54e9RQzvju3WP4tKRd8AyamhVJbiX9Qfyb/wCRV4q8m7sRkHmfpQWnEVm2n9w++I3UFbmouTuWeRc3Y5KxTX4eXFv4VodA5Xa3P2rrC2XzM9aynfYtijV9YRK2gd5hSrE3W+eENchOqRWfBh5ZpL5/jKzuREqrYOUOLzvKzw8tgf+OWswCvKzAQA94kKRdZ57YHfv5I9eXQKQX6RFpqKLle08WeU9AAA375Ti+i3rUNJbHx3Ehh/vov+Y5bh6qxoKTU8MGPsxkmf/aLVt62DuGDGRBvSIDTD7TKszoNvA/0Of4QtRVmV8SN849TG6tL6G2A6tYDB54+wRF442Edw+2keFQCphkJvxMzJS1wDVx0XPhcdUyPh7qzEgnpviPLbvU3V+z10wGAxmCZI9H38OX17Jt7n9haIKfJeeiyXHM/DtlVycrR3lUqY2esq0VRU4t/59q8RLuS83nPTm7i0ozzTPtdFXcKGbSIleqAUeHRmBx598EgDQzlcGucSxXKtjb78o/M0yDJjYPhi9YjOuFRlDFOfyFWg3aAT8WkdCRaTQq5QIrh32Kkb1xRT0bB0ExdXzuP3bT6jMuW32ua1husVFRu8Qq9WA1euhl9jOTwIAea0XTmbijVMR49++oWGoys8yFkczKeHu9dAzteLDGm1ludUoHVarsSonHxJi/gJDobQUnOIB2bNnDzZs2ACGYfDss8/i6aefbtT+nnvlY2zfvh3K0nPw9ZZjwuiuCAkJRFlNABYt24XPP+BGTtRo5MC9i1bfv376M8i9Q83WXbxaiCWrjgAAunZujaKSGlRV18boZRKEBPlCr2exZX0yAKAcf8Oz/3gJj07ohdnPP4Oq0gz4yBl0iBuMHj17Iy2tN0Ijegj7X7DsIPr3aYch/dujQ7T5sb/+8QJu3C7BrZwydO/WHZ2jWEz8e3e0jQSee5J70zt2KhsA0Lm9tUfDz1eOcZOexbJly/DIxAH45NNv8dqzsQCAJ17cjs1ff4f7Ep7Cc28OQWlpKZbMG4nOMaFoFcI98K/eVOD5EQ9DIpVhxksbhf3qTIoobfn5Mp6e2hfeMi43RalUAhHc8OOsvEqUVyhxI1uHoRPjAAA+ta+YBgOBVCpBRGtOaLy39iiu3yrBU09MxuREHwy6rz2u3WEQ2Vo8z0Gl1uPzb85Aq2Pw5JS+ZsKjQh+L2XOX4+9/i8Wc6QMBAFKpc5x4Td2G58+fj4ULF6LmXh5828bUu/2um3fNlnffvAtvRouTeca3b4Neh+JLZ1B86QwqszPhG8p5umQ+3HUuybgoeAEAIPLmKZz6bRfySsox6o15KAkPRxVDMH7MaPj4BwKoQI82YQip0eB6aTXy/jyAmL+NtWljVX4WNOWlUJcYS49LZHKwnXpBCsAnzugt/M/lPNz/wnwAQA0ASW1uxeLFi3FHwqLaIAVbG0o9/ckixAX74vXBXVG08yucJQRVubcR0jFO2B9hWSHXxEcmFUIrgSZD5FmdFgZGD4O3baFjilwqgdiMfAGRUTjw6jQsXLIEZ8O6o1VcTzwweixuZmXbnNAO4JJkfYLNw1+dO3bE9SrbI5YolJZEkz+9i4qKsGbNGuzcuRPe3t6YNm0aBg8ejC5dujR4n/379wchBJMnfwcA2LpLvMDRwmW/YN17EwAAvmFDoGQiIKvaAwBgdBU4n6FEkK8GXTu3RlmFMekzM4t7K9yxYweSk5PBsgQPDB5hVvrdx5d7kPzvt2v4cPVU+HpPAaPXwi/Q3I3cOmogKsuycS1TgWuZCvy8PxMhQXJsXD4JP/6Sjp37rkGtMXa+iSNHY/369YjtEIa2kUaxkTikk83fw1sug6+vrzC6pKziC+GzDh3jMHDgQMi8/HDx4iVkZ2cjLy8PKpUSADdUeO3atZg82dotv3fvXhgUWwEAV29w4QE+LBIVaWwqMq9ALF39KyZOnCis45JYDZg572fUqHQwGAgkEoCtnYrUPzgaRYpsPDYxHu079sTN61xF0yde3A61hhGSX03LUxeVKIXrCQB9+t4PjZbB/qOZggBxBs5ow61atcLzzz+Pr7/5Brt3/4KQzl2R8OYKm9srLCYuU6h0+DzdPHdAV2McKVV8iUsSXr9+PXZVc/k6XiBQKgqhLC5EQGQ7BBl0aN+uHa5fvYrAwEAM79QGv966h9kzn4VSz+CnjDwkdgjH/tucoLj9209I//5zSKQyBLaLwd/eXgtNRRkqc26hKucWMvf8AAD4ZPVq/FpRBnVJEVp16Ql5IPdGHz3EfEi1KfpyzjP34ouc9+TgwUP46JfDiHsoGbrqSixdvRwAsGLFCixduhQ79h3ARSlBVW09la1btyIujhMkq8f0Ffb7+ftL8MFlzv6aewVgNCoEtrMe+aNTVlvlnsREtUNqvnWIS+bjA8IyiO/WFSdulSG8131Ar/vA3/kZP21Gz8dmQVl0F+oyBcJ79oOyqACEZcHqzJN7Rw0dgsNffYqY4WMREBlldSwKpSXR5AIkJSUFQ4YMEUpzjxs3Dvv37xfKmTeGnTt34pFHHrFav2jFIdwf3w7ZeRWY/I8gEFfZAAAMRElEQVStGDFiOI4f3yp8Ht89EslJvbBp23n06BIBjZbBiTM5wufPPfccxo8fj4SEBGHd5s2b8Y9//AOf/CcFQYHeeP6Vx/Hrr79i3759CAwMhEQigZfIoI9O8U+goKAAABc2OZmSiqSkJHz+Qx7WfroNsqDlCA4Oxvr16xEeHo7OnblJuLbsysDhk3egVOng7S2Hl1wKP185Jo7pjoxMBW5ll+G15xPAGgy4cCsYI02O+dhjj+HdNf9GbEwoDh8+bG5Pp07o1KkT0tLSsHnDZURFdcCi9x4T/X3vv/9+THjwOfTuFonZLy1AatrPCArwRve4cGTnliM8LACswQBG3gcnT55EeLgxnNTjgdm4dukPVFQZhV14eDhefPFFDBgwAMXFxdix9TeMS+yO9h0BX79Q/HY4QxBjvPAIDw9HSUkJUlJSsGTJEsx//3dMfLA7DAaCeaPvA8CJmu93XsLdYjV+tP2C3mCc2YaXLF6M/NxcnD17FsfefhHhPfuhMvc22vQbjKKLp1Bx5wYi4gegbY8+KLx4GiW3MtCqSy8Ex3QGq9eh85iHUX47AyVXL6C6wNiG4+PjMX36dEydOhV7t3OevW3ff4dThw9iyXv/RGC7GPRKfhhr1qzBihUrkJiYiKDgYIzr3AZ+XjL4e8kwuw0QHeSHp+NjMLR9GH6rHdJ68/p1zJ49G+mrF2LDvz/DRV0+rpVLwRftfyw5Gf/q0AFSuRci4gdwybYGAyCVwlDbATNaDaQyOSRSKSQyGbzV1cDzxjyfbt264uauf6Dw3J/YsuEzoZAeAPj5+eGZRx5Gr7Q0fP399zhw/CS+TDPmTXjLjOGSju2j0frf6/HL8VQ8PCIBez5fBp/wNgjw8+O8eBIJQAgifGT4fN2n0JiMSkvs3Q3b8y9CV1MF78BgXPxyFe574Q20keiwevVqxMfH4+zcMQiOicV/vvgCmZm3sHLZB1CkpyHrgLGqclBwMKqra/DTTz+BYRi88u4iSGQy6FVKrPjtF8wvL8WxRXPgHRgMuZ8/MCGt0e2KQvFISBOzceNGsnr1amF5+/btZPHixfV+T6PRkHPnzhGNRiP6+blz5wghhKSnp5PY2Fjy6quvkqioKLN/ycnJVuss//Xp04csXryYXLp0ibz77rvk0UcfJQaDQTjOlStXyJkzZwghhBgMBrJixQoydOhQolAo6rSft48QQrRaLRk2bBg5ePCgsGx6DJ1ORxISEsi+ffsIwzBk69atZM+ePSQqKoo8/fTTpLi4mOzcuZNs2rRJ9BzWrVtndfw+ffqQqKioOu3T6/Vmdogxfvx4EhUVRViWJS+99BJ59dVXCcMwJCcnhwwdOpS88847hGEYm9/PzMwk/fv3J2PGjCHZ2dnC+srKSpKUlCT8TgaDgZw5c4bs3LmTjBs3jkRFRZGHHnqIGAwGotfrCSGEZGRkCOes0+kIIYRERUWRAQMGkGPHjpHMzEybdtTXnurC2W1YpVKRxMREMn36dKtr+/DDD9fbhmNjY8nUqVNJXl4e2bBhAxk1ahTJz88XjrPj8m3y/K9pRMuwhBBCfv/9dzJw4EBy9OjROu03bcOEEPLyyy+TZcuWEUK462V5Xi+//DJZunQpIYSQffv2kezsbMHG0tJSsmXLFnL58mVhXXx8vPD3lClTrI7/4YcfkqioKHLz5k2b9rEsK7QPW3z11VckKiqKpKamki+++IJMmTKFKBQKolKpyPTp08mjjz5KysrKRL+r1DGkpLSMTJsxk8TFxZFjKalEz7LC53PnziWbNm0SlvPy8si2bdvICy+8IJybwWAQ2qtWqxXW79q1ixBCSN++fUlUVBS5ceMG+fPPP22eR2PaMIXiCUgIadopGTds2ACtVitU/9y+fTvS09OFcIEttFqtaGGfusjNzUXr1q0hl8uhUCgQHR2NrKwsSCQSFBcXQyKRIDAwEP7+/ggLC0NpaangcXA3CCG4ffs24uLihGHFWq0W169fR7t27eDr64vq6mrodDph2ZSamhoolUq0adOmUXYolUpUV1fbXWytqSgsLERQUJBVATWNRoOSkhK0b8+50YuKihAQEGB3obX4+HhhCLG9uLINl5aWgmEYREZG4s6dO4iNjUVhYSEIIcjLy4NMJoO3t7fQztVqNTp06FBn4bfmJD8/H+Hh4Wbt89q1a/Dz80P79u2RnZ2NkJAQyGQytG7d2uy7LMsiNze30feowWBATk6Oy+/1yspKaLVaREZGmq0nhODOnTtCyKiqqgparRYREbZHAZnSkDZMoXgCTR6Cadu2Lc6dOycsKxQKqxuyLmzdbGlpaRgwYIDZOstlABg40Hm5AXUhZp+jiNk+dOhQkS0dpynscyZNbV9DxACPK9uwKc3Vdnma4hqIfd903ZAhdddtGTRokM3PHLHvgQcesGu7pqQu+xpybRvThikUT6DJh+EOHToUqampKCsrg1qtxoEDBzBixIimPgyF4jRoG6ZQKBTn0+QekDZt2mDevHmYMWMG9Ho9kpOT0bdv3/q/SKG4CbQNUygUivNxShGFSZMmYdKkSc7YNYXiEmgbplAoFOfiNqXY+VxYyzlRTNHamDDLXaD2NY6mtM90ZmNXQduw82lJ9jVHG6ZQXEmTj4JpKNXV1VZTsVMojaVbt24um+yLtmGKM3BlG6ZQXInbCBCDwQClUgkvLy+HZ7elUCwhhECv1yMgIMBsxl1nQtswpSlpjjZMobgStxEgFAqFQqFQWg5UVlMoFAqFQnE5VIBQKBQKhUJxOVSAUCgUCoVCcTlUgFAoFAqFQnE5VIBQKBQKhUJxOVSAUCgUCoVCcTlUgFAoFAqFQnE5bi9A9uzZgwkTJmDs2LHYsmVLs9pSU1ODiRMnIj8/HwCQkpKCSZMmYezYsVizZo2wXUZGBh555BGMGzcOixYtAsMwTrdt/fr1SEpKQlJSElauXOl29n366aeYMGECkpKS8PXXX7udfc6EtmH7cPc2DLTsdkyhNDnEjbl37x4ZNWoUKS8vJ0qlkkyaNIlkZmY2iy0XL14kEydOJL179yZ5eXlErVaTxMREkpubS/R6PZk1axY5evQoIYSQpKQkcuHCBUIIIW+99RbZsmWLU207efIkeeKJJ4hWqyU6nY7MmDGD7Nmzx23sO336NJk2bRrR6/VErVaTUaNGkYyMDLexz5nQNmwf7t6GCWnZ7ZhCcQZu7QFJSUnBkCFDEBoaCn9/f4wbNw779+9vFlu2b9+Od955B5GRkQCAy5cvo2PHjoiJiYFcLsekSZOwf/9+FBQUQKPR4L777gMAPPLII063OSIiAgsWLIC3tze8vLwQFxeH7Oxst7Fv0KBB+PbbbyGXy1FaWgqWZVFVVeU29jkT2obtw93bMNCy2zGF4gzcWoAUFxcjIiJCWI6MjERRUVGz2PLhhx9i4MCBwrIt2yzXR0REON3mrl27Cg+67Oxs7Nu3DxKJxG3sAwAvLy+sW7cOSUlJSEhIcKvfz5nQNmwfntCGgZbbjikUZ+DWAsRgMJhN6kUIcZtJvmzZ1pw2Z2ZmYtasWXjzzTcRExPjdvb985//RGpqKgoLC5Gdne129jkDdz4f2oYbRktsxxSKM3BrAdK2bVsoFAphWaFQCO7j5saWbZbrS0pKXGJzWloaZs6ciX/961+YOnWqW9l3+/ZtZGRkAAD8/PwwduxYnD592m3scya0DduPO7dhoGW3YwrFGbi1ABk6dChSU1NRVlYGtVqNAwcOYMSIEc1tFgCgX79+yMrKQk5ODliWxd69ezFixAhER0fDx8cHaWlpAIDdu3c73ebCwkK8/PLLWLVqFZKSktzOvvz8fCxevBg6nQ46nQ5//PEHpk2b5jb2ORPahu3D3dsw0LLbMYXiDOTNbUBdtGnTBvPmzcOMGTOg1+uRnJyMvn37NrdZAAAfHx8sX74cc+fOhVarRWJiIsaPHw8AWLVqFRYvXoyamhr07t0bM2bMcKotmzZtglarxfLly4V106ZNcxv7EhMTcfnyZUyZMgUymQxjx45FUlISwsLC3MI+Z0LbsH24exsGWnY7plCcgYQQQprbCAqFQqFQKC0Ltw7BUCgUCoVC+WtCBQiFQqFQKBSXQwUIhUKhUCgUl0MFCIVCoVAoFJdDBQiFQqFQKBSXQwUIhUKhUCgUl0MFCIVCoVAoFJdDBQiFQqFQKBSX8/8BJIJND11zbz0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 648x432 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### 可视化 ###\n",
    "# 创建画布\n",
    "plt.figure(figsize=(9, 6))\n",
    "# 颜色列表\n",
    "color_list = ['r', 'g', 'b', 'y', 'c']\n",
    "# 循环结果画图\n",
    "for i, pre_y in enumerate(pre_y_list):\n",
    "    # 子网络\n",
    "    plt.subplot(2, 3, i+1)\n",
    "    # 画出原始值的曲线\n",
    "    plt.plot(np.arange(X.shape[0]), y, color='k', label='y')\n",
    "    # 画出各个模型的预测线\n",
    "    plt.plot(np.arange(X.shape[0]), pre_y, color_list[i], label=model_names[i])\n",
    "    plt.title(model_names[i])\n",
    "    plt.legend(loc='best')\n",
    "plt.savefig('xxx.png')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
